<<

Chapter 20

Manifolds Arising from Actions

20.1 Proper Maps

We saw in Chapter 5 that many topological arise from a .

The scenario is that we have a smooth action ': G M M of a G acting on a M. ⇥ !

If G acts transitively on M,thenforanypointx M, 2 if Gx is the stabilizer of x,Theorem5.14ensuresthatM is homeomorphic to G/Gx.

For simplicity of notation, write H = Gx.

891 892 CHAPTER 20. ARISING FROM GROUP ACTIONS What we would really like is that G/H actually be a manifold.

This is indeed the case, because the transitive action of G on G/H is equivalent to a right action of H on G which is no longer transitive, but which has some special properties (to be proper and free).

We are thus led to considering left (and right) actions ': G M M of a Lie group G on a manifold M that are not⇥ necessarily! transitive.

If the action is not transitive, then we consider the orbit M/G of orbits G x (x M). · 2 However, in general, M/G is not even Hausdor↵. It is thus desirable to look for sucient conditions that ensure that M/G is Hausdor↵. 20.1. PROPER MAPS 893 Asucientconditioncanbegivenusingthenotionofa proper map.

If our action is also free,thentheorbitspaceM/G is indeed a smooth manifold.

Sharper results hold if we consider Riemannian manifolds

Before we go any further, let us observe that the case where our action is transitive is subsumed by the more general situation of an orbit space.

Indeed, if our action is transitive, for any x M,weknow 2 that the stabilizer H = Gx of x is a closed subgroup of G. 894 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Then, we can consider the right action G H G of H on G given by ⇥ !

g h = gh, g G, h H. · 2 2 The orbits of this (right) action are precisely the left gH of H.

Therefore, the set of left cosets G/H (the induced by the action : G M M)istheset of orbits of the right action G· H⇥ G!. ⇥ ! Observe that we have a transitive left action of G on the space G/H of left cosets, given by

g g H = g g H. 1 · 2 1 2 The stabilizer of 1H is obviously H itself. 20.1. PROPER MAPS 895 Thus, we recover the original transitive left action of G on M = G/H.

Now, it turns out that an action of the form G H G, where H is a closed subgroup of a Lie group⇥ G!,isa special case of a free and proper action M G G,in which case the orbit space M/G is a manifold,⇥ ! and the projection ⇡ : G M/G is a submersion. ! Let us now define proper maps.

Definition 20.1. If X and Y are two Hausdor↵topo- logical spaces,1 acontinuousmap': X Y is proper i↵for every Z,themap! ' id: X Z Y Z is a closed map (recall that f is⇥ a closed⇥ map! i↵the⇥ image of any closed set by f is a closed set).

If we let Z be a one-point space, we see that a proper map is closed.

1It is not necessary to assume that X and Y are Hausdor↵but, if X and/or Y are not Hausdor↵, we have to replace “compact” by “quasi-compact.” We have no need for this extra generality. 896 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS At first glance, it is not obvious how to check that a map is proper just from Definition 20.1. Proposition 20.2 gives amorepalatablecriterion.

The following proposition is easy to prove .

Proposition 20.1. If ': X Y is any proper map, then for any closed subset F!of X, the restriction of ' to F is proper.

The following result providing a “good” criterion for check- ing that a map is proper can be shown (see Bourbaki, General Topology [9], Chapter 1, Section 10).

Proposition 20.2. A continuous map ': X Y is 1 ! proper i↵ ' is closed and if ' (y) is compact for every y Y . 2 Proposition 20.2 shows that a (or a dif- feomorphism) is proper. 20.1. PROPER MAPS 897

1 If ' is proper, it is easy to show that ' (K)iscompact in X whenever K is compact in Y .

Moreover, if Y is also locally compact, then we have the following result (see Bourbaki, General Topology [9], Chapter 1, Section 10).

Proposition 20.3. If Y is locally compact, a map 1 ': X Y is a proper map i↵ ' (K) is compact in X whenever! K is compact in Y

In particular, this is true if Y is a manifold since manifolds are locally compact.

This explains why Lee [34] (Chapter 9) takes the property stated in Proposition 20.3 as the definition of a proper map (because he only deals with manifolds).

Finally, we can define proper actions. 898 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.2 Proper and Free Actions

Definition 20.2. Given a Hausdor↵ G and a topological space M,aleftaction : G M M is proper if it is continuous and if the map· ⇥ !

✓ : G M M M, (g, x) (g x, x) ⇥ ! ⇥ 7! · is proper.

The right actions associated with the transitive actions presented in Section 5.2 are examples of proper actions.

Proposition 20.4. The action : H G G of a closed subgroup H of a group·G on⇥G (given! by (h, g) hg) is proper. The same is true for the right action7! of H on G. 20.2. PROPER AND FREE ACTIONS 899 As desired, proper actions yield Hausdor↵orbit spaces.

Proposition 20.5. If the action : G M M is proper (where G is Hausdor↵), then· the⇥ orbit! space M/G is Hausdor↵. Furthermore, M is also Haus- dor↵.

We also have the following properties (see Bourbaki, Gen- eral Topology [9], Chapter 3, Section 4).

Proposition 20.6. Let : G M M be a proper action, with G Hausdor↵·. For⇥ any x! M, let G x be 2 · the orbit of x and let Gx be the stabilizer of x. Then: (a) The map g g x is a proper map from G to M. 7! · (b) Gx is compact.

(c) The canonical map from G/Gx to G x is a home- omorphism. · (d) The orbit G x is closed in M. · 900 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS If G is locally compact, we have the following character- ization of being proper (see Bourbaki, General Topology [9], Chapter 3, Section 4).

Proposition 20.7. If G and M are Hausdor↵and G is locally compact, then the action : G M M is proper i↵for all x, y M, there exist· some⇥ open! sets, V and V in M, with2x V and y V , so that the x y 2 x 2 y closure K of the set K = g G (g Vx) Vy = , is compact in G. { 2 | · \ 6 ;}

In particular, if G has the discrete topology, the above condition holds i↵the sets g G (g Vx) Vy = are finite. { 2 | · \ 6 ;}

Also, if G is compact, then K is automatically compact, so every compact group acts properly. 20.2. PROPER AND FREE ACTIONS 901 If M is locally compact, we have the following character- ization of being proper (see Bourbaki, General Topology [9], Chapter 3, Section 4).

Proposition 20.8. Let : G M M be a con- tinuous action, with G and· M⇥ Hausdor! ↵. For any compact subset K of M we have: (a) The set G = g G (g K) K = is closed. K { 2 | · \ 6 ;} (b) If M is locally compact, then the action is proper i↵ GK is compact for every compact subset K of M.

In the special case where G is discrete (and M is locally compact), condition (b) says that the action is proper i↵ GK is finite.

Remark: If G is a Hausdor↵topological group and if H is a subgroup of G,thenitcanbeshownthattheaction of G on G/H ((g1,g2H) g1g2H)isproperi↵H is compact in G. 7! 902 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Definition 20.3. An action : G M M is free if for all g G and all x M,if· g =1then⇥ !g x = x. 2 2 6 · 6 An equivalent way to state that an action : G M M · ⇥ ! is free is as follows. For every g G,let⌧g : M M be the di↵eomorphism of M given2 by !

⌧ (x)=g x, x M. g · 2 Then, the action : G M M is free i↵for all g G, if g =1then⌧ has· no⇥ fixed! point. 2 6 g Another equivalent statement is that for every x M, the stabilizer G of x is reduced to the trivial group2 1 . x { } For example, the action of SO(3) on S2 given by Example 5.1 of Section 5.2 is not free since any rotation of S2 fixes the two points of the rotation axis. 20.2. PROPER AND FREE ACTIONS 903 If H is a subgroup of G,obviouslyH acts freely on G (by multiplication on the left or on the right). This fact to- gether with Proposition 20.4 yields the following corollary which provides a large supply of free and proper actions.

Corollary 20.9. The action : H G G of a closed subgroup H of a group G on G· (given⇥ ! by (h, g) hg) is free and proper. The same is true for the7! right action of H on G.

There is a stronger version of the results that we are going to state next that involves the notion of .

Since this notion is not discussed until Section ??,we state weaker versions not dealing with principal bundles. 904 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS The weaker version that does not mention principal bun- dles is usually stated for left actions; for instance, in Lee [34] (Chapter 9, Theorem 9.16). We formulate both a left and a right version.

Theorem 20.10. Let M be a smooth manifold, G be a Lie group, and let : G M M be a left smooth action (resp. right smooth· ⇥ action! : M G M) which is proper and free. Then the· canonical⇥ ! projec- tion ⇡ : G M/G is a submersion (which means that ! d⇡g is surjective for all g G), and there is a unique manifold structure on M/G2 with this property.

Theorem 20.10 has some interesting corollaries.

Because a closed subgroup H of a Lie group G is a Lie group, and because the action of a closed subgroup is free and proper, if we apply Theorem 20.10 to the right action : G H G (here M = G and G = H), we get the following· ⇥ result.! 20.2. PROPER AND FREE ACTIONS 905 This is the result we use to verify reductive homoge- neous spaces are indeed manifolds.

Theorem 20.11. If G is a Lie group and H is a closed subgroup of G, then the canonical projection ⇡ : G G/H is a submersion (which means that d⇡g is surjective! for all g G), and there is a unique manifold structure on G/H2 with this property.

In the special case where G acts transitively on M,forany x M,ifG is the stabilizer of x,thenwithH = G , 2 x x Theorem 20.11 shows that there is a manifold structure on G/H such ⇡ : G G/H is a submersion. ! 906 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Actually, G/H is di↵eomorphic to M,asshownbythe following theorem whose proof can be found in Lee [34] (Chapter 9, Theorem 9.24).

Theorem 20.12. Let : G M M be a smooth transitive action of a Lie· group⇥ G !on a smooth mani- fold M (so that M is a homogeneous space). For any x M, if Gx is the stabilizer of x and if we write H 2= G , then the map ⇡ : G/H M given by x x ! ⇡ (gH)=g x x · is a di↵eomorphism and an equivariant map (with re- spect to the action of G on G/H and the action of G on M).

By Theorem 20.11 and Theorem 20.12, every homoge- neous space M (with a smooth G-action) is equivalent to amanifoldG/H as above. 20.2. PROPER AND FREE ACTIONS 907 This is an important and very useful result that reduces the study of homogeneous spaces to the study of manifolds of the form G/H where G is a Lie group and H is a closed subgroup of G.

Here is a simple example of Theorem 20.11. Let G = SO(3) and

10 H = M SO(3) M = ,S SO(2) . 2 | 0 S 2 ⇢ ✓ ◆

The right action : SO(3) H SO(3) given by the multiplication· ⇥ !

g h = gh, g SO(3),h H, · 2 2 yields the left cosets gH,andtheorbitspaceSO(3)/SO(2), which by Theorem 20.11 and Theorem 20.12 is di↵eomor- phic to S2. 908 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.3 Riemannian Submersions and Coverings Induced by Group Actions ~

The purpose of this section is to equip the orbit space M/G of Theorem 20.10 with the inner product structure of a .

Because we provide a di↵erent proof for the reason why reductive homogeneous manifolds are Riemannian mani- folds, namely Proposition 20.22, this section is not neces- sary for understanding the material in Section 20.4 and may be skipped on the first reading.

Definition 20.4. Given a Riemannian manifold (N,h), we say that a Lie group G acts by on N if for every g G,thedi↵eomorphism⌧g : N N given by 2 ! ⌧ (p)=g p, p N, g · 2 is an ((d⌧g)p : TpN T⌧g(p)N is an isometry for all p N). ! 2 20.3. RIEMANNIAN SUBMERSIONS AND COVERINGS ~ 909 If (N,h)isaRiemannianmanifoldandifG is a Lie group, then ⇡ : N N/G can be made into a Riemannian submersion. !

Theorem 20.13. Let (N,h) be a Riemannian man- ifold and let : G N N be a smooth, free and proper proper· action,⇥ with! G a Lie group acting by isometries of N. Then, there is a unique Riemannian g on M = N/G such that ⇡ : N M is a Riemannian submersion. !

As an example, if N = S2n+1,thenthegroupG = S1 = SU(1) acts by isometries on S2n+1,andweobtainasub- n mersion ⇡ : S2n+1 CP . ! If we pick the canonical metric on S2n+1,byTheorem n 20.13, we obtain a Riemannian metric on CP known as the Fubini–Study metric. 910 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Using Proposition 15.8, it is possible to describe the n geodesics of CP ;seeGallot,Hulin,Lafontaine[22](Chap- ter 2).

Another situation where a group action yields a Rieman- nian submersion is the case where a transitive action is reductive, considered in the next section.

We now consider the case of a smooth action : G M M,whereG is a (and M is amanifold).Inthiscase,wewillseethat· ⇥ ! ⇡ : M M/G is a Riemannian covering map. !

Assume G is a discrete group. By Proposition 20.7, the action : G M M is proper i↵for all x, y M,there exist some· ⇥ open! sets, V and V in M,withx2 V and x y 2 x y Vy,sothatthesetK = g G (g Vx) Vy = is2 finite. { 2 | · \ 6 ;}

By Proposition 20.8, the action : G M M is proper · ⇥ ! i↵ GK = g G (g K) K = is finite for every compact subset{ 2 K |of M· . \ 6 ;} 20.3. RIEMANNIAN SUBMERSIONS AND COVERINGS ~ 911 It is shown in Lee [34] (Chapter 9) that the above condi- tions are equivalent to the conditions below.

Proposition 20.14. If : G M M is a smooth action of a discrete group· G ⇥on a! manifold M, then this action is proper i↵ (i) For every x M, there is some open subset V with x V such2 that gV V = for only finitely many g2 G. \ 6 ; 2 (ii) For all x, y M, if y/G x (y is not in the orbit of x), then2 there exist2 some· open sets V,W with x V and y W such that gV W =0for all g 2 G. 2 \ 2 912 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS The following proposition gives necessary and sucient conditions for a discrete group to act freely and properly often found in the literature (for instance, O’Neill [43], Berger and Gostiaux [6], and do Carmo [16], but beware that in this last reference Hausdor↵separation is not re- quired!).

Proposition 20.15. If X is a locally and G is a discrete group, then a smooth action of G on X is free and proper i↵the following conditions hold: (i) For every x X, there is some open subset V with x V such2 that gV V = for all g G such that2 g =1. \ ; 2 6 (ii) For all x, y X, if y/G x (y is not in the orbit of x), then2 there exist2 some· open sets V,W with x V and y W such that gV W =0for all g 2 G. 2 \ 2 20.3. RIEMANNIAN SUBMERSIONS AND COVERINGS ~ 913 Remark: The action of a discrete group satisfying the properties of Proposition 20.15 is often called “properly discontinuous.”

However, as pointed out by Lee ([34], just before Propo- sition 9.18), this term is self-contradictory since such ac- tions are smooth, and thus continuous!

Then, we have the following useful result.

Theorem 20.16. Let N be a smooth manifold and let G be discrete group acting smoothly, freely and properly on N. Then, there is a unique structure of smooth manifold on N/G such that the projection map ⇡ : N N/G is a covering map. ! 914 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Real projective spaces are illustrations of Theorem 20.16.

Indeed, if N is the unit n-sphere Sn Rn+1 and G = I, I ,where I is the antipodal map,✓ then the con- ditions{ } of Proposition 20.15 are easily checked (since Sn is compact), and consequently the quotient

n n RP = S /G is a smooth manifold and the projection map ⇡ : Sn n ! RP is a covering map.

1 n The fiber ⇡ ([x]) of every point [x] RP consists of two antipodal points: x, x Sn. 2 2 20.3. RIEMANNIAN SUBMERSIONS AND COVERINGS ~ 915 The next step is to see how a Riemannian metric on N induces a Riemannian metric on the quotient manifold N/G.ThefollowingtheoremistheRiemannianversion of Theorem 20.16.

Theorem 20.17. Let (N,h) be a Riemannian mani- fold and let G be discrete group acting smoothly, freely and properly on N, and such that the map x x is an isometry for all G. Then there is a7! unique· structure of Riemannian2 manifold on M = N/G such that the projection map ⇡ : N M is a Riemannian covering map. !

Theorem 20.17 implies that every Riemannian metric g on the sphere Sn induces a Riemannian metric g on the n RP ,insuchawaythattheprojection n ⇡ : Sn RP is a Riemannian covering. ! b 916 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS In particular, if U is an open hemisphere obtained by n 1 removing its boundary S from a closed hemisphere, n then ⇡ is an isometry between U and its image RP n 1 n n 1 ⇡(S ) RP RP . ⇡ In summary, given a Riemannian manifold N and a group G acting on N,Theorem20.13givesusamethodfor obtaining a Riemannian manifold N/G such that ⇡ : N N/G is a Riemannian submersion ( : G !N N is a free and proper action and G acts by· isometries).⇥ !

Theorem 20.17 gives us a method for obtaining a Rie- mannian manifold N/G such that ⇡ : N N/G is a Riemannian covering ( : G N N is a free! and proper action of a discrete group· G⇥acting! by isometries).

In the next section, we show that Riemannian submer- sions arise from a reductive homogeneous space. 20.4. REDUCTIVE HOMOGENEOUS SPACES 917 20.4 Reductive Homogeneous Spaces

If : G M M is a smooth action of a Lie group G on amanifold· ⇥ M!,thenacertainclassofRiemannianmetrics on M is particularly interesting.

Recall that for every g G, ⌧g : M M is the di↵eo- morphism of M given by2 !

⌧ (p)=g p, for all p M. g · 2

Definition 20.5. Given a smooth action : G M · ⇥ ! M,ametric , on M is G-invariant if ⌧g is an isometry for allhg iG;thatis,forallp M,wehave 2 2

d(⌧ ) (u),d(⌧ ) (v) = u, v for all u, v T M. h g p g p ip h ip 2 p

If the action is transitive, then for any fixed p0 M and for every p M,thereissomeg G such that p2= g p , 2 2 · 0 so it is sucient to require that d(⌧g)p0 be an isometry for every g G. 2 918 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS From now on we are dealing with a smooth transitive action : G M M,andforanygivenp M,if · ⇥ ! 0 2 H = Gp0 is the stabilizer of p0,thenbyTheorem20.12, M is di↵eomorphic to G/H.

The existence of G-invariant metrics on G/H depends on properties of a certain representation of H called the representation (see Proposition 20.20).

The isotropy representation is equivalent to another rep- resentation AdG/H : H GL(g/h)ofH involving the ! quotient algebra g/h.

This representation is too complicated to deal with, so we consider the more tractable situation where the g of G factors as a direct sum

g = h m, for some subspace m of g such that Ad (m) m for all h ✓ h H,whereh is the Lie algebra of H. 2 20.4. REDUCTIVE HOMOGENEOUS SPACES 919 Then g/h is isomorphic to m,andtherepresentation AdG/H : H GL(g/h)becomestherepresentation ! Ad: H GL(m), where Ad is the restriction of Ad ! h h to m for every h H. 2 In this situation there is an isomorphism between T M p0 ⇠= To(G/H)andm (where o denotes the point in G/H cor- responding to the coset H).

It is also the case that if H is “nice” (for example, com- pact), then M = G/H will carry G-invariant metrics, and that under such metrics, the projection ⇡ : G G/H is a Riemannian submersion. !

In order to proceed it is necessary to express the derivative d⇡1 : g To(G/H)oftheprojectionmap⇡ : G G/H in terms! of certain vector fields. ! 920 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS This is a special case of a process in which an action : G M M associates a vector field X⇤ on M to · ⇥ ! every vector X g in the Lie algebra of G. 2 Definition 20.6. Given a smooth action ': G M ⇥ ! M of a Lie group on a manifold M,foreveryX g,we 2 define the vector field X⇤ (or XM )onM called an action field or infinitesimal generator of the action correspond- ing to X,by

d X⇤(p)= (exp(tX) p) ,p M. dt · 2 t=0 For a fixed X g,themapt exp(tX)isacurve through 1 in G,sothemap2 t 7!exp(tX) p is a curve 7! · through p in M,andX⇤(p)isthetangentvectortothis curve at p. 20.4. REDUCTIVE HOMOGENEOUS SPACES 921 For example, in the case of the adjoint action Ad: G g g,foreveryX g,wehave ⇥ ! 2 X⇤(Y )=[X, Y ], so X⇤ =ad(X).

For any p0 M,thereisadi↵eomorphism G/G G2 p onto the orbit G p of p viewed as a p0 ! · 0 · 0 0 manifold, and it is not hard to show that for any p G p0, we have an isomorphism 2 ·

T (G p )= X⇤(p) X g ; p · 0 { | 2 } see Marsden and Ratiu [35] (Chapter 9, Section 9.3).

It can also be shown that the Lie algebra gp of the stabi- lizer Gp of p is given by

g = X g X⇤(p)=0 . p { 2 | } 922 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS The following technical proposition is shown in Marsden and Ratiu [35] (Chapter 9, Proposition 9.3.6 and lemma 9.3.7).

Proposition 20.18. Given a smooth action ': G M M of a Lie group on a manifold M, the following⇥ properties! hold: (1) For every X g, we have 2 (AdgX)⇤ = ⌧ ⇤ 1X⇤ =(⌧g) X⇤, for every g G; g ⇤ 2 Here, ⌧ ⇤ 1 is the pullback associated with ⌧g 1, and g (⌧g) is the push-forward associated with ⌧g. ⇤ (2) The map X X⇤ from g to X(M) is a Lie algebra anti-,7! which means that

[X⇤,Y⇤]= [X, Y ]⇤ for all X, Y g. 2

Remark: If the metric on M is G-invariant (that is, every ⌧g is an isometry of M), then the vector field X⇤ is aKillingvectorfieldonM for every X g. 2 20.4. REDUCTIVE HOMOGENEOUS SPACES 923 Given a pair (G, H), where G is a Lie group and H is a closed subgroup of G,itturnsoutthatthereisacriterion for the existence of some G-invariant metric on the homo- geneous space G/H in terms of a certain representation of H called the isotropy representation.

Let us explain what this representation is.

Recall that G acts on the left on G/H via

g (g H)=g g H, g ,g G. 1 · 2 1 2 1 2 2

For any g1 G,thedi↵eomorphism⌧g1 : G/H G/H is left coset2 multiplication, given by !

⌧ (g H)=g (g H)=g g H. g1 2 1 · 2 1 2 In this situation, Part (1) of Proposition 20.18 is easily proved as follows. 924 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Proposition 20.19. For any X g and any g G, we have 2 2 (⌧g) X⇤ =(Adg(X))⇤. ⇤

Denote the point in G/H corresponding to the coset 1H = H by o.Then,wehaveahomomorphism

G/H : H GL(T (G/H)), ! o given by

G/H(h)=(d⌧ ) , for all h H. h o 2

Definition 20.7. The homomorphism G/H is called the isotropy representation of the homogeneous space G/H. 20.4. REDUCTIVE HOMOGENEOUS SPACES 925 Actually, we have an isomorphism

To(G/H) ⇠= g/h induced by d⇡1 : g To(G/H), where ⇡ : G G/H is the canonical projection.! !

The homomorphism G/H is a representation of the group H,andsincewecanviewH as the isotropy group (the stabilizer) of the element o G/H corresponding to the coset H,itmakessensetocallittheisotropyrepresenta-2 tion.

It is not easy to deal with the isotropy representation directly.

Fortunately, the isotropy representation is equivalent to another representation AdG/H : H GL(g/h)obtained ! from the representation Ad: G GL(g)byaquotient process. ! 926 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

1 Recall that Adg1(g2)=g1g2g1 .Then,followingO’Neill [43] (see Proposition 22, Chapter 11), observe that

⌧ ⇡ = ⇡ Ad for all h H, h h 2

1 since h H implies that h H = H,soforallg G, 2 2 1 (⌧ ⇡)(g)=hgH = hgh H =(⇡ Ad )(g). h h

By taking derivatives at 1, we get

(d⌧ ) d⇡ = d⇡ Ad , h o 1 1 h which is equivalent to the commutativity of the diagram

Adh g / g

d⇡1 d⇡1

✏ ✏ To(G/H) / To(G/H). (d⌧h)o 20.4. REDUCTIVE HOMOGENEOUS SPACES 927 Proposition 20.20. Let (G, H) be a pair where G is a Lie group and H is a closed subgroup of G. The following properties hold: G/H (1) The representations : H GL(To(G/H)) G/H ! and Ad : H GL(g/h) are equivalent; this means that for every! h H, we have the com- mutative diagram 2

G/H Adh g/h / g/h

' '

✏ ✏ To(G/H) / To(G/H), (d⌧h)o

where the isomorphism ': g/h To(G/H) and G/H ! the quotient map Adh : g/h g/h are defined in the notes. ! (2) The homogeneous space G/H has some G-invariant metric i↵the closure of AdG/H(H) is compact in GL(g/h). Furthermore, this metric is unique up to a scalar if the isotropy representation is irre- ducible. 928 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

The representation AdG/H : H GL(g/h)whichin- ! volves the quotient algebra g/h is hard to deal with.

To make things more tractable, it is natural to assume that g splits as a direct sum g = h m for some well- behaved subspace m of g,sothatg/h is isomorphic to m.

Definition 20.8. Let (G, H)beapairwhereG is a Lie group and H is a closed subgroup of G.Wesaythat the homogeneous space G/H is reductive if there is some subspace m of g such that

g = h m, and

Ad (m) m for all h H. h ✓ 2 See Figure 20.1. 20.4. REDUCTIVE HOMOGENEOUS SPACES 929

h H

e G m

π

o To (M) M =~ G/H

Figure 20.1: A schematic illustration of a reductive homogeneous manifold. Note that g = h m and that T (M) = m via d⇡ . o ⇠ 1

Observe that unlike h,whichisaLiesubalgebraofg, the subspace m is not necessarily closed under the Lie bracket, so in general it is not aLiealgebra. 930 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

Also, since m is finite-dimensional and since Adh is an isomorphism, we actually have Adh(m)=m.

Definition 20.8 allows us to deal with g/h in a tractable manner, but does not provide any means of defining a metric on G/H.

We would like to define G-invariant metrics on G/H and akeypropertyofareductivespacesisthatthereisa criterion for the existence of G-invariant metrics on G/H in terms of Ad(H)-invariant inner products on m.

Since g/h is isomorphic to m,bythereasoningjustbefore Proposition 20.20, the map d⇡ : g T (G/H)restricts 1 ! o to an isomorphism between m and To(G/H)(whereo denotes the point in G/H corresponding to the coset H). 20.4. REDUCTIVE HOMOGENEOUS SPACES 931

The representation AdG/H : H GL(g/h)becomesthe ! representation Ad: H GL(m), where Ad is the re- ! h striction of Ad to m for every h H. h 2 We also know that for any X g,wecanexpressd⇡ (X) 2 1 in terms of the vector field X⇤ introduced in Definition 20.6 by

d⇡1(X)=Xo⇤, and that

Ker d⇡1 = h.

Thus, the restriction of d⇡1 to m is an isomorphism onto T (G/H), given by X X⇤. o 7! o 932 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Also, for every X g,sinceg = h m,wecanwrite 2 X = X + X ,forsomeuniqueX h and some unique h m h 2 X m,and m 2

d⇡1(X)=d⇡1(Xm)=Xo⇤.

We use the isomorphism d⇡1 to transfer any inner product , m on m to an inner product , on To(G/H), andh i vice-versa, by stating that h i

X, Y = X⇤,Y⇤ , for all X, Y m; h im h o o i 2 that is, by declaring d⇡1 to be an isometry between m and To(G/H). See Figure 20.1.

If the metric on G/H is G-invariant, then the map p exp(tX) p =exp(tX)aH (with p = aH G/H, a G7!) · 2 2 is an isometry of G/H for every t R,sobyProposition 2 15.9, X⇤ is a Killing vector field. This fact is needed in Section 20.6. 20.4. REDUCTIVE HOMOGENEOUS SPACES 933 Proposition 20.21. Let (G, H) be a pair of Lie groups defining a reductive homogeneous space M = G/H, with reductive decomposition g = h m. The follow- ing properties hold: (1) The isotropy representation G/H : H GL(To(G/H)) is equivalent to the ! G representation Ad : H GL(m) (where Ad is ! h restricted to m for every h H): this means that for every h H, we have2 the commutative dia- gram 2

G Adh m / m

d⇡1 d⇡1

✏ ✏ To(G/H) / To(G/H), (d⌧h)o

where ⇡ : G G/H is the canonical projection. ! 934 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

(2) By making d⇡1 an isometry between m and To(G/H) (as explained above), there is a one-to-one corre- spondence between G-invariant metrics on G/H and Ad(H)-invariant inner products on m (inner products , such that h im u, v = Ad (u), Ad (v) , h im h h h im for all h H and all u, v m). 2 2 (3) The homogeneous space G/H has some G-invariant metric i↵the closure of AdG(H) is compact in GL(m). Furthermore, if the representation AdG : H GL(m) is irreducible, then such a met- ric is unique! up to a scalar. In particular, if H is compact, then a G-invariant metric on G/H al- ways exists. 20.4. REDUCTIVE HOMOGENEOUS SPACES 935 At this stage we have a mechanism to equip G/H with aRiemannianmetricfromaninnerproductm which has the special property of being Ad(H)-invariant, but this mechanism does not provide a Riemannian metric on G.

The construction of a Riemannian metric on G can be done by extending the Ad(H)-invariant metric on m to all of g,andusingthebijectivecorrespondencebetweenleft- invariant metrics on a Lie group G,andinnerproducts on its Lie algebra g given by Proposition 18.1.

Proposition 20.22. Let (G, H) be a pair of Lie groups defining a reductive homogeneous space M = G/H, with reductive decomposition g = h m.Ifm has some Ad(H)-invariant inner product , , for any h im inner product , on g extending , such h ig h im that h and m are orthogonal, if we give G the left- invariant metric induced by , g, then the map ⇡ : G G/H is a Riemannianh submersion.i ! By Proposition 15.8, a Riemannian submersion carries horizontal geodesics to geodesics. 936 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.5 Examples of Reductive Homogeneous Spaces

We now apply the theory of Propositions 20.21 and 20.22 to construct a family of reductive homogeneous spaces, the Stiefel manifolds S(k, n).

For any n 1andanyk with 1 k n,letS(k, n)be the set of all orthonormal k-frames, where an orthonormal k-frame is a k-tuples of orthonormal vectors (u1,...,uk) n with ui R . 2 Recall that SO(n)actstransitivelyonS(k, n)viathe action : SO(n) S(k, n) S(k, n) · ⇥ ! R (u ,...,u )=(Ru ,...,Ru ). · 1 k 1 k and that the stabilizer of this action is

I 0 H = R SO(n k) . 0 R 2 ⇢✓ ◆ 20.5. EXAMPLES OF REDUCTIVE HOMOGENEOUS SPACES 937

Theorem 20.12 implies that S(k, n) ⇠= G/H,withG = SO(n)andH = SO(n k). ⇠

Observe that the points of G/H ⇠= S(k, n)arethecosets QH,withQ SO(n); that is, the equivalence classes [Q], with the equivalence2 relation on SO(n)givenby

Q Q i↵ Q = Q R, for some R H. 1 ⌘ 2 2 1 2

If we write Q =[YY], wheree Y consistse of the first k columns of Q and Y ?consists of the last n k columns of Q,itisclearthat[?Q]isuniquelydeterminedby Y . 938 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

In fact, if Pn,k denotes the projection matrix consisting of the first k columns of the identity matrix In,

Ik Pn,k = , 0n k,k ✓ ◆ for any Q =[YY], the unique representative Y of the [Q? ]isgivenby

Y = QPn,k.

Furthermore Y is characterized by the fact that Q = ? [YY]isorthogonal,namely,YY> + Y Y > = I. ? ? ? 20.5. EXAMPLES OF REDUCTIVE HOMOGENEOUS SPACES 939 Define 00 h = S so(n k) , 0 S 2 ⇢✓ ◆ T A> m = T so(k),A Mn k,k(R) . A 0 2 2 ⇢✓ ◆ Clearly g = so(n)=h m. It is easy to check that Ad (m) m. h ✓

Therefore Definition 20.8 shows that S(k, n) ⇠= G/H is areductivehomogeneousmanifoldwithg/h ⇠= m.

Since H ⇠= SO(n k)iscompact,Proposition20.21 guarantees the existence of a G-invariant metric on G/H, which in turn ensures the existence of an Ad(H)-invariant metric on m.

Theorem 18.26 implies that we may construct such a met- ric by using the on so(n). 940 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Proposition 20.23. If X, Y m, with 2 S A T B X = > ,Y= > , A 0 B 0 ✓ ◆ ✓ ◆ then the fomula 1 1 X, Y = tr(XY )= tr(S>T )+tr(A>B) h i 2 2 defines an Ad(H)-invariant inner product on m. If we give h the same inner product so that g also has the 1 inner product X, Y = 2tr(XY ), then m and h are orthogonal. h i

In order to describe the geodesics of S(k, n) ⇠= G/H,we will need the additional requirement of naturally reduc- tiveness which is defined in the next section. 20.6. NATURALLY REDUCTIVE HOMOGENEOUS SPACES 941 20.6 Naturally Reductive Homogeneous Spaces

When M = G/H is a reductive homogeneous space that has a G-invariant metric, it is possible to give an expres- sion for ( Y ⇤) (where X⇤ and Y ⇤ are the vector fields rX⇤ o corresponding to X, Y m). 2

If X⇤,Y⇤,Z⇤ are the Killing vector fields associated with X, Y, Z m,thenitcanbeshownthat 2

2 Y ⇤,Z⇤ = [X, Y ]⇤,Z⇤ [X, Z]⇤,Y⇤ hrX⇤ i h ih i [Y,Z]⇤,X⇤ . h i

The problem is that the vector field Y ⇤ is not neces- rX⇤ sarily of the form W ⇤ for some W g.However,wecan find its value at o. 2 942 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

By evaluating at o and using the fact that Xo⇤ =(Xm⇤ )o for any X g,weobtain 2

2 ( Y ⇤) ,Z⇤ + ([X, Y ]⇤ ) ,Z⇤ h rX⇤ o o i h m o o i = ([Z, X]⇤ ) ,Y⇤ + ([Z, Y ]⇤ ) ,X⇤ . h m o o i h m o o i

Consequently, 1 ( Y ⇤) = ([X, Y ]⇤ ) + U(X, Y )⇤, rX⇤ o 2 m o o where [X, Y ]m is the component of [X, Y ]onm and U(X, Y )isdeterminedby

2 U(X, Y ),Z = [Z, X] ,Y + X, [Z, Y ] , h i h m i h mi for all Z m. 2 20.6. NATURALLY REDUCTIVE HOMOGENEOUS SPACES 943

Here, we are using the isomorphism X X⇤ between m 7! 0 and To(G/H)andthefactthattheinnerproductonm is chosen so that m and To(G/H)areisometric

Since the term U(X, Y )clearlycomplicatesmatters,itis natural to make the following definition, which is equiva- lent to requiring that U(X, Y )=0forallX, Y m. 2 Definition 20.9. AhomogeneousspaceG/H is nat- urally reductive if it is reductive with some reductive decomposition g = h m,iifithasaG-invariant metric, and if

[X, Z] ,Y = X, [Z, Y ] , for all X, Y, Z m. h m i h mi 2

Note that one of the requirements of Definition 20.9 is that G/H must have a G-invariant metric.

The above computation yield the following result. 944 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Proposition 20.24. If G/H is naturally reductive, then the Levi-Civita connection associated with the G- invariant metric on G/H is given by 1 1 ( Y ⇤) = ([X, Y ]⇤ ) = [X, Y ] , rX⇤ o 2 m o 2 m for all X, Y m. 2 We can now find the geodesics on a naturally reductive homogenous space.

Indeed, if M =(G, H)isareductivehomogeneousspace and M has a G-invariant metric, then there is an Ad(H)- invariant inner product , on m. h im Pick any inner product , on h,anddefineaninner h ih product on g = h m by setting h and m to be orthogonal. Then, we get a left-invariant metric on G for which the elements of h are vertical vectors and the elements of m are horizontal vectors. 20.6. NATURALLY REDUCTIVE HOMOGENEOUS SPACES 945 Observe that in this situation, the condition for being naturally reductive extends to left-invariant vector fields on G induced by vectors in m.

Since (d⌧ ) : g T G is a linear isomorphism for all g 1 ! g g G,thedirectsumdecompositiong = h m yields a 2 direct sum decomposition T G =(d⌧ ) (h) (d⌧ ) (m). g g 1 g 1 Given a left-invariant vector field XL induced by a vector X g,ifX = X + X is the decomposition of X onto 2 h m h m,weobtainadecomposition L L L X = Xh + Xm, into a left-invariant vector field XL hL and a left- h 2 invariant vector field XL mL,with m 2 L L Xh (g)=(d⌧g)1(Xh),Xm =(d⌧g)1(Xm). 946 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

Since the (d⌧g)1 are isometries, if h and m are orthogonal, L L so are (d⌧g)1(h)and(d⌧g)1(m), and so Xh and Xm are orthogonal vector fields.

Proposition 20.25. If the condition for being natu- rally reductive holds, namely [X, Z] ,Y = X, [Z, Y ] , for all X, Y, Z m, h m i h mi 2 then a similar condition holds for left-invariant vector fields: [XL,ZL] ,YL = XL, [ZL,YL] , h m i h mi for all XL,YL,ZL mL. 2 Recall that the left action of G on G/H is given by g g H = g g H,andthato denotes the coset 1H. 1 · 2 1 2 20.6. NATURALLY REDUCTIVE HOMOGENEOUS SPACES 947 Proposition 20.26. If M = G/H is a naturally re- ductive homogeneous space, for every G-invariant met- ric on G/H, for every X m, the geodesic d⇡1(X) through o is given by 2

d⇡ (X)(t)=⇡ exp(tX)=exp(tX) o, for all t R. 1 · 2

Proposition 20.26 shows that the geodesics in G/H are given by the obits of the one-parameter groups (t 7! exp tX)generatedbythemembersofm.

We can also obtain a formula for the geodesic through every point p = gH G/H. 2 Proposition 20.27. If M = G/H is a naturally re- ductive homogeneous space, for every X m, the 2 geodesic through p = gH with initial velocity (AdgX)p⇤ = (⌧g) Xp⇤ is given ⇤ t g exp(tX) o. 7! · 948 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS An important corollary of Proposition 20.26 is that nat- urally reductive homogeneous spaces are complete.

Indeed, the one-parameter group t exp(tX)isdefined 7! for all t R. 2 One can also figure out a formula for the sectional curva- ture (see (O’Neill [43], Chapter 11, Proposition 26).

Under the identification of m and To(G/H)givenbythe restriction of d⇡1 to m,wehave

1 R(X, Y )X, Y = [X, Y ] , [X, Y ] h i 4h m mi + [[X, Y ] ,X] ,Y , for all X, Y m. h h m i 2

Conditions on a homogeneous space that ensure that such aspaceisnaturallyreductiveareobviouslyofinterest. Here is such a condition. 20.6. NATURALLY REDUCTIVE HOMOGENEOUS SPACES 949 Proposition 20.28. Let M = G/H be a homoge- neous space with G a connected Lie group, assume that g admits an Ad(G)-invariant inner product , , h i and let m = h? be the orthogonal complement of h with respect to , . Then, the following properties hold: h i (1) The space G/H is reductive with respect to the de- composition g = h m. (2) Under the G-invariant metric induced by , , the homogeneous space G/H is naturally reductive.h i (3) The sectional is determined by

1 R(X, Y )X, Y = [X, Y ] , [X, Y ] h i 4h m mi + [X, Y ] , [X, Y ] . h h hi 950 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Recall a Lie group G is said to be semisimple if its Lie algebra g is semisimple.

From Theorem 18.25, a Lie algebra g is semisimple i↵ its Killing form B is nondegenerate, and from Theorem 18.26, a connected Lie group G is compact and semisim- ple i↵its Killing form B is negative definite.

By Proposition 18.24, the Killing form is Ad(G)-invariant.

Thus, for any connected compact semisimple Lie group G,foranyconstantc>0, the bilinear form cB is an Ad(G)-invariant inner product on g.

Then, as a corollary of Proposition 20.28, we obtain the following result. 20.6. NATURALLY REDUCTIVE HOMOGENEOUS SPACES 951 Proposition 20.29. Let M = G/H be a homoge- neous space such that G is a connected compact semisimple group. Then, under any inner product , on g given by cB, where B is the Killing h i form of g and c>0 is any positive real, the space G/H is naturally reductive with respect to the decom- position g = h m, where m = h? be the orthogonal complement of h with respect to , . The is non-negative. h i

AhomogeneousspaceasinProposition20.29iscalleda normal homogeneous space. 952 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.7 Examples of Naturally Reductive Homogeneous Spaces

Since SO(n)issemisimpleandcompactforn 3, the Stiefel manifolds S(k, n)andtheGrassmannianmani- folds G(k, n)areexamplesofhomogeneousspacessatisy- ing the assumptions of Proposition 20.29 (with an inner product induced by a scalar factor of the Killing form on SO(n)).

Therefore, Stiefel manifolds S(k, n)andGrassmannian manifolds G(k, n)arenaturallyreductivehomogeneous spaces for n 3(underthereductiong = h m induced by the Killing form).

If n =2,thenSO(2) is an abelian group, and thus not semisimple. However, in this case, G(1, 2) = RP(1) ⇠= SO(2)/S(O(1) O(1)) ⇠= SO(2)/O(1), and S(1, 2) = 1 ⇥ S ⇠= SO(2)/SO(1) ⇠= SO(2). 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 953 These are special cases of symmetric cases discussed in Section 20.9.

In the first case, H = S(O(1) O(1)), and in the second case, H = SO(1). In both cases,⇥ h =(0), and we can pick m = so(2), which is trivially Ad(H)-invariant.

In Section 20.9, we show that the inner product on so(2) given by X, Y =tr(X>Y ) h i is Ad(H)-invariant, and with the induced metric, RP(1) 1 and S ⇠= SO(2) are naturally reductive manifolds.

n 1 For n 3, we have S(1,n)=S and S(n 1,n)= SO(n), which are symmetric spaces. 954 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS On the other hand, S(k, n)itisnotasymmetricspaceif 2 k n 2. A justification is given in Section 20.10.   Since the manifolds G(k, n)havemore structure (they are symmetric spaces), let us first con- sider the Stiefel manifolds S(k, n)inmoredetail.

Readers may find material from Absil, Mahony and Sepul- chre [1], especially Chapters 1 and 2, a good complement to our presentation, which uses more advanced concepts (reductive homogeneous spaces).

By Proposition 20.26, the geodesic through o with initial velocity

S A X = > A 0 ✓ ◆ is given by

S A (t)=exp t > P . A 0 n,k ✓ ✓ ◆◆ 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 955 This is not a very explicit formula. It is possible to do better, see Edelman, Arias and Smith [19] for details.

Let us consider the case where k = n 1, which is simpler.

If k = n 1, then n k =1,soS(n 1,n)=SO(n), H = SO(1) = 1 , h =(0)andm = so(n). ⇠ { } The inner product on so(n)isgivenby

1 1 X, Y = tr(XY )= tr(X>Y ),X,Yso(n). h i 2 2 2

Every matrix X so(n)isaskew-symmetricmatrix,and we know that every2 such matrix can be written as X = P >DP,whereP is orthogonal and where D is a block diagonal matrix whose blocks are either a 1-dimensional block consisting of a zero, of a 2 2matrixoftheform ⇥ 0 ✓ D = j , j ✓ 0 ✓ j ◆ with ✓j > 0. 956 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

X D Then, e = P >e P = P >⌃P ,where⌃isablockdiago- nal matrix whose blocks are either a 1-dimensional block consisting of a 1, of a 2 2matrixoftheform ⇥ cos ✓ sin ✓ D = j j . j sin ✓ cos ✓ ✓ j j ◆ We also know that every matrix R SO(n)canbe written as 2

R = eX, for some matrix X so(n)asabove,with0<✓ ⇡. 2 j  Then, we can give a formula for the distance d(I,Q)be- tween the identity matrix and any matrix Q SO(n). 2 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 957 Since the geodesics from I through Q are of the fom

(t)=etX with eX = Q, and since the length L()ofthegeodesicfromI to eX is

1 1 L()= 0(t),0(t) 2 dt. h i Z0 We find that

1 d(I,Q)=(✓2 + + ✓2 )2 , 1 ··· m where ✓1,...,✓m are the angles associated with the eigen- i✓ i✓m values e± 1,...,e± of Q distinct from 1, and with 0 <✓ ⇡. j  958 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS If Q, R SO(n), then 2 1 d(Q, R)=(✓2 + + ✓2 )2 , 1 ··· m where ✓1,...,✓m are the angles associated with the eigen- i✓ i✓m 1 values e± 1,...,e± of Q R = Q>R distinct from 1, and with 0 <✓ ⇡. j  2 Remark: Since X> = X,thesquaredistanced(I,Q) can also be expressed as 1 d(I,Q)2 = min tr(X2), 2 X eX=Q | or even (with some abuse of notation, since log is multi- valued) as 1 d(I,Q)2 = min tr((log Q)2). 2 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 959 In the other special case where k =1,wehave n 1 S(1,n)=S , H = SO(n 1), ⇠ 00 h = S so(n 1) , 0 S 2 ⇢✓ ◆ and

0 u> n 1 m = u R . u 0 2 ⇢✓ ◆ Therefore, there is a one-to-one correspondence between n 1 m and R .

Given any Q SO(n), the equivalence class [Q]ofQ is uniquely determined2 by the first column of Q,andwe n 1 view it as a point on S . 960 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

If we let u = pu>u,weleaveitasanexercisetoprove that for anyk k

0 u X = > , u 0 ✓ ◆ we have

u> cos( u t) sin( u t) u etX = k k k k k k . 0sin( u t) u I +(cos( u t) 1) uu> 1 u u 2 k k k k k k k k @ A n 1 Consequently (under the identification of S with the first column of matrices Q SO(n)), the geodesic 2 through e1 (the column vector corresponding to the point n 1 o S )withinitialtangentvectoru is given by 2

cos( u t) u k k (t)= u =cos( u t)e1 +sin( u t) , sin( u t) u ! k k k k u k k k k k k

n 1 n where u R is viewed as the vector in R whose first component2 is 0. 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 961 Then, we have

u 0(t)= u sin( u t)e +cos( u t) , k k k k 1 k k u ✓ k k◆ and we find the that the length L()(✓)ofthegeodesic from e1 to the point

u p(✓)=(✓)=cos( u ✓)e +sin( u ✓) k k 1 k k u k k is given by

✓ 1 L()(✓)= 0(t),0(t) 2 dt = ✓ u . h i k k Z0 962 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Since

e ,p(✓) =cos(✓ u ), h 1 i k k we see that for a unit vector u and for any angle ✓ such that 0 ✓ ⇡,thelengthofthegeodesicfrome1 to p(✓)canbeexpressedas 

L()(✓)=✓ =arccos(e ,p ); h 1 i that is, the angle between the unit vectors e1 and p.This is a generalization of the distance between two points on acircle. 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 963 Geodesics can also be determined in the general case where 2 k n 2; we follow Edelman, Arias and Smith [19], with one change because some point in that paper requires some justification which is not provided.

Given a point [YY] S(k, n), and given and any tan- gent vector X = YS? +2Y A,weneedtocompute ?

S A> (t)=[YY]exp t Pn,k. ? A 0 ✓ ✓ ◆◆ We can compute this exponential if we replace the matrix by a more “regular matrix,” and for this, we use a QR- decomposition of A.Let

R A = U 0 ✓ ◆ be a QR-decomposition of A,withU an orthogonal (n k) (n k)matrixandR an upper triangular k k matrix.⇥ ⇥ 964 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

We can write U =[U1 U2], where U1 consists of the first k columns on U and U2 of the last n 2k columns of U (if 2k n).  We have

A = U1R, and we can write

S A I 0 S R I 0 > = > . A 0 0 U R 0 0 U ✓ ◆ ✓ 1◆✓ ◆✓ 1>◆

Then, we find

S R> Ik (t)=[YYU1]expt . ? R 0 0 ✓ ◆✓ ◆

This is essentially the formula given in Section 2.4.2 of Edelman, Arias and Smith [19], except for the term Y U1. ? 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 965 We can easily compute the length L()(s)ofthegeodesic from o to p = esX o,foranyX m. · 2 Indeed, for any

S A> X = m, A 0 2 ✓ ◆ we know that the geodesic from o with initial velocity X is (t)=etX o,sowehave · s tX tX 1 L()(s)= (e )0, (e )0 2 dt, h i Z0 but we already did this computation and found that

2 2 1 (L()(s)) = s tr(X>X) 2 ✓ ◆ 2 1 = s tr(S>S)+tr(A>A) . 2 ✓ ◆ 966 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS We can compute these traces using the eigenvalues of S and the singular values of A.

If i✓ ,..., i✓ are the nonzero eigenvalues of S and ± 1 ± m 1,...,k are the singular values of A,then

1 L()(s)=s(✓2 + + ✓2 + 2 + + 2)2 . 1 ··· m 1 ··· k 20.7. EXAMPLES OF NATURALLY REDUCTIVE HOMOGENEOUS SPACES 967 We conclude this section with a proposition that shows that under certain conditions, G is determined by m and H.

Apointp M = G/H is called a pole if the exponential map at p is2 a di↵eomorphism. The following proposition is proved in O’Neill [43] (Chapter 11, Lemma 27).

Proposition 20.30. If M = G/H is a naturally re- ductive homogeneous space, then for any pole o M, 2 there is a di↵eomorphism m H ⇠= G given by the map (X, h) (exp(X))h. ⇥ 7! Next, we will see that there exists a large supply of nat- urally reductive homogeneous spaces: symmetric spaces. 968 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.8 A Glimpse at Symmetric Spaces

There is an extensive theory of symmetric spaces and our goal is simply to show that the additional structure af- forded by an involutive of G yields spaces that are naturally reductive.

The theory of symmetric spaces was entirely created by one person, Elie´ Cartan, who accomplished the tour de force of giving a complete classification of these spaces using the classification of semisimple Lie algebras that he had obtained earlier.

One of the most complete exposition is given in Helgason [24]. O’Neill [43], Petersen [44], Sakai [48] and Jost [27] have nice and more concise presentations. Ziller [53] is also an excellent introduction. 20.8. A GLIMPSE AT SYMMETRIC SPACES 969 Given a homogeneous space G/K,thenewingredientis that we have an involutive automorphism of G.

Definition 20.10. Given a Lie group G,anautomor- phism of G such that =idand2 =idcalledan involutive automorphism of6 G.LetG be the set of fixed points of ,thesubgroupofG given by

G = g G (g)=g , { 2 | }

and let G0 be the identity component of G (the con- nected component of G containing 1).

If we have an involutive automorphism : G G,then we can consider the +1 and 1eigenspacesof! d : g g,givenby 1 !

k = X g d (X)=X { 2 | 1 } m = X g d (X)= X . { 2 | 1 } 970 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Definition 20.11. An involutive automorphism of G satisfying G K G is called a Cartan involution. 0 ✓ ✓ The map d1 is often denoted by ✓.

The following proposition will be needed later.

Proposition 20.31. Let be an involutive automor- phism of G and let k and m be the +1 and 1 eigenspaces of d1 : g g. Then for all X m and all Y k, we have ! 2 2 B(X, Y )=0, where B is the Killing form of g.

Remarkably, k and m yield a reductive decomposition of G/K. 20.8. A GLIMPSE AT SYMMETRIC SPACES 971 Proposition 20.32. Given a homogeneous space G/K with a Cartan involution (G K G), if k and 0 ✓ ✓ m are defined as above, then (1) k is indeed the Lie algebra of K. (2) We have a direct sum g = k m. (3) Ad(K)(m) m; in particular, [k, m] m. ✓ ✓ (4) We have [k, k] k and [m, m] k. ✓ ✓ In particular, the pair (G, K) is a reductive homo- geneous space (as in Definition 20.8), with reductive decomposition g = k m.

If we also assume that G is connected and that G0 is compact, then we obtain the following remarkable result proved in O’Neill [43] (Chapter 11) and Ziller [53] (Chap- ter 6). 972 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Theorem 20.33. Let G be a connected Lie group and let : G G be an automorphism such that 2 = ! id, =id(an involutive automorphism), and G0 is compact.6 For every compact subgroup K of G, if G0 K G , then G/K has G-invariant metrics, and✓ for every✓ such metric, G/K is naturally reductive. The reductive decomposition g = k m is given by the +1 and 1 eigenspaces of d . Furthermore, for every 1 p G/K, there is an isometry sp : G/K G/K such that2 s (p)=p, d(s ) = id, and ! p p p s ⇡ = ⇡ , p as illustrated in the diagram below:

G / G ⇡ ⇡ ✏ ✏ / G/K sp G/K. 20.8. A GLIMPSE AT SYMMETRIC SPACES 973 Definition 20.12. Atriple(G,K,)satisfyingtheas- sumptions of Theorem 20.33 is called a symmetric pair.2

Atriple(G,K,)asabovedefinesaspecialkindofnat- urally homogeneous space G/K known as a .

Definition 20.13. If M is a connected Riemannian manifold, for any p M,anisometrys such that 2 p sp(p)=p and d(sp)p = id is a called a global sym- metry at p.AconnectedRiemannianmanifold M for which there is a global symmetry for every point of M is called a symmetric space.

Theorem 20.33 implies that the naturally reductive homo- geneous space G/K defined by a symmetric pair (G,K,) is a symmetric space.

2Once again we fall victims of tradition. A symmetric pair is actually a triple! 974 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

It can be shown that a global symmetry sp reverses 2 geodesics at p and that sp =id,sosp is an involution.

It should be noted that although s Isom(M), the p 2 isometry sp does not necessarily lie in Isom(M)0.

The following facts are proved in O’Neill [43] (Chapters 9 and 11), Ziller [53] (Chapter 6), and Sakai [48] (Chapter IV). 1. Every symmetric space M is complete, and Isom(M) acts transitively on M.Infacttheidentitycomponent Isom(M)0 acts transitively on M. 2. Thus, every symmetric space M is a homogeneous space of the form Isom(M)0/K,whereK is the isotropy group of any chosen point p M (it turns out that K is compact). 2 20.8. A GLIMPSE AT SYMMETRIC SPACES 975

3. The symmetry sp gives rise to a Cartan involution of G =Isom(M)0 defined so that (g)=s g s g G. p p 2 Then we have G K G. 0 ✓ ✓ 4. Thus, every symmetric space M is presented by a symmetric pair (Isom(M)0,K,).

However, beware that in the presentation of the symmet- ric space M = G/K given by a symmetric pair (G,K,), the group G is not necessarily equal to Isom(M)0. 976 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Thus, we do not have a one-to-one correspondence be- tween symmetric spaces and homogeneous spaces with a Cartan involution.

From our point of view, this does not matter since we are more interested in getting symmetric spaces from the data (G,K,).

By abuse of terminology (and notation), we refer to the homogeneous space G/K defined by a symmetric pair (G,K,)asthesymmetric space (G,K,).

Remark: The reader may have noticed that in this sec- tion on symmetric spaces, the closed subgroup of G is denoted by K rather than H.Thisisinaccordancewith the convention that G/K usually refers to a symmetric space rather than just a homogeneous space. 20.8. A GLIMPSE AT SYMMETRIC SPACES 977 Since the homogeneous space G/H defined by a sym- metric pair (G,K,)isnaturallyreductiveandhasa G-invariant metric, by Proposition 20.26, its geodesics coincide with the one-parameter groups (they are given by the Lie group exponential).

The Levi-Civita connection on a symmetric space de- pends only on the Lie bracket on g.Indeed,wehave the following formula proved in Ziller [53] (Chapter 6).

Proposition 20.34. Given any symmetric space M defined by the triple (G,K,), for any X m and 2 and vector field Y on M ⇠= G/K, we have ( Y ) =[X⇤,Y] . rX⇤ o o

Another nice property of symmetric space is that the cur- vature formulae are quite simple. 978 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

If we use the isomorphism between m and T0(G/K)in- duced by the restriction of d⇡ to m,thenforallX, Y, Z 1 2 m we have: 1. The curvature at o is given by

R(X, Y )Z =[[X, Y ]h,Z], or more precisely by

R(d⇡1(X),d⇡1(Y ))d⇡1(Z)=d⇡1([[X, Y ]h,Z]).

In terms of the vector fields X⇤,Y⇤,Z⇤,wehave

R(X⇤,Y⇤)Z⇤ =[[X, Y ],Z]⇤ =[[X⇤,Y⇤],Z⇤].

2. The sectional curvature K(X⇤,Y⇤)ato is determined by

R(X⇤,Y⇤)X⇤,Y⇤ = [[X, Y ] ,X],Y . h i h h i 20.8. A GLIMPSE AT SYMMETRIC SPACES 979 3. The Ricci curvature at o is given by 1 Ric(X⇤,X⇤)= B(X, X), 2 where B is the Killing form associated with g.

Proof of the above formulae can be found in O’Neill [43] (Chapter 11), Ziller [53] (Chapter 6), Sakai [48] (Chapter IV) and Helgason [24] (Chapter IV, Section 4).

However, beware that Ziller, Sakai and Helgason use the opposite of the sign convention that we are using for the curvature (which is the convention used by O’Neill [43], Gallot, Hulin, Lafontaine [22], Milnor [36], and Ar- vanitoyeorgos [2]). 980 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Recall that we define the Riemann tensor by

R(X, Y )= + , r[X,Y ] rY rX rX rY whereas Ziller, Sakai and Helgason use

R(X, Y )= + . r[X,Y ] rY rX rX rY

With our convention, the sectional curvature K(x, y)is determined by R(x, y)x, y ,andtheRiccicurvature Ric(x, y)asthetraceofthemaph i v R(x, v)y. 7! 20.8. A GLIMPSE AT SYMMETRIC SPACES 981 With the opposite sign convention, the sectional curva- ture K(x, y)isdeterminedby R(x, y)y, x ,andtheRicci curvature Ric(x, y)asthetraceofthemaph iv R(v, x)y. 7! Therefore, the sectional curvature and the Ricci curvature are identical under both conventions (as they should!).

In Ziller, Sakai and Helgason, the curvature formula is

R(X⇤,Y⇤)Z⇤ = [[X, Y ],Z]⇤. We are now going to see that basically all of the familiar spaces are symmetric spaces. 982 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.9 Examples of Symmetric Spaces

Recall that the set of all k-dimensional spaces of Rn is ahomogeneousspaceG(k, n), called a Grassmannian, and that G(k, n) = SO(n)/S(O(k) O(n k)). ⇠ ⇥ We can also consider the set of k-dimensional oriented subspaces of Rn.

An oriented k-subspace is a k-dimensional subspace W together with the choice of a basis (u1,...,uk)determin- ing the orientation of W .

Another basis (v1,...,vk)ofW is positively oriented if det(f) > 0, where f is the unique linear map f such that f(ui)=vi, i =1,...,k.

The set of of k-dimensional oriented subspaces of Rn is denoted by G0(k, n). 20.9. EXAMPLES OF SYMMETRIC SPACES 983 The group SO(n)actstransitivelyonG0(k, n), and us- ing a reasoning similar to the one used in the case where SO(n)actsonG(k, n), we find that the stabilizer of the oriented subspace (e1,...,ek)isthesetoforthogonalma- trices of the form

Q 0 , 0 R ✓ ◆ where Q SO(k)andR SO(n k), because this time, Q has2 to preserve the2 orientation of the subspace spanned by (e1,...,ek).

Thus, the isotropy group is isomorphic to

SO(k) SO(n k). ⇥ 984 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS It follows that

G0(k, n) = SO(n)/SO(k) SO(n k). ⇠ ⇥ Let us see how both G0(k, n)andG(k, n)arepresented as symmetric spaces.

Again, readers may find material from Absil, Mahony and Sepulchre [1], especially Chapters 1 and 2, a good com- plement to our presentation, which uses more advanced concepts (symmetric spaces). 20.9. EXAMPLES OF SYMMETRIC SPACES 985 1. as Symmetric Spaces

Let G = SO(n)(withn 2), let

Ik 0 Ik,n k = , 0 In k ✓ ◆ where Ik is the k k-identity matrix, and let be given by ⇥

(P )=Ik,n kPIk,n k,P SO(n). 2 It is clear that is an involutive automorphism of G.

The set F = G of fixed points of is given by

F = G = S(O(k) O(n k)), ⇥ and

G = SO(k) SO(n k). 0 ⇥ 986 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Therefore, there are two choices for K: 1. K = SO(k) SO(n k), in which case we get the Grassmannian⇥G0(k, n)oforientedk-subspaces. 2. K = S(O(k) O(n k)), in which case we get the Grassmannian⇥G(k, n)ofk-subspaces.

As in the case of Stiefel manifolds, given any Q SO(n), the first k columns Y of Q constitute a representative2 of the equivalence class [Q], but these representatives are not unique; there is a further equivalence relation given by

Y Y i↵ Y = Y R for some R O(k). 1 ⌘ 2 2 1 2

Nevertheless, it is useful to consider the first k columns of Q,givenbyQP ,asrepresentativeof[Q] G(k, n). n,k 2 20.9. EXAMPLES OF SYMMETRIC SPACES 987 Because is a linear map, its derivative d is equal to ,andsinceso(n)consistsofallskew-symmetricn n matrices, the +1-eigenspace is given by ⇥

S 0 k = S so(k),T so(n k) , 0 T 2 2 ⇢✓ ◆ and the 1-eigenspace by 0 A> m = A Mn k,k(R) . A 0 2 ⇢✓ ◆ (n k)k Thus, m is isomorphic to Mn k,k(R) = R . ⇠ It is also easy to show that the isotropy representation is given by

Ad((Q, R))A = QAR>, where (Q, R)representsanelementof S(O(k) O(n k)), and A represents an element of m. ⇥ 988 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS It can be shown that this representation is irreducible i↵ (k, n) =(2, 4). 6 It can also be shown that if n 3, then G0(k, n)issimply 0 connected, ⇡1(G(k, n)) = Z2,andG (k, n)isadouble cover of G(n, k).

An Ad(K)-invariant inner product on m is given by

0 A 0 B > , > A 0 B 0 ⌧✓ ◆ ✓ ◆ 1 0 A> 0 B> = tr =tr(A>B). 2 A 0 B 0 ✓✓ ◆✓ ◆◆

We also give g the same inner product. Then, we imme- diately check that k and m are orthogonal.

0 n 1 In the special case where k =1,wehaveG (1,n)=S n 1 and G(1,n)=RP ,andthentheSO(n)-invariant n 1 n 1 metric on S (resp. RP )isthecanonicalone. 20.9. EXAMPLES OF SYMMETRIC SPACES 989 Skip upon first reading ~

For any point [Q] G(k, n)withQ SO(n), if we write Q =[YY], where2 Y denotes the2 first k columns of Q and Y denotes? the last n k columns of Q,thetangent vectors? X T G(k, n)areoftheform 2 [Q]

0 A> X =[YY] =[Y A YA>], ? A 0 ? ✓ ◆ A Mn k,k(R). 2

Consequently, there is a one-to-one correspondence be- tween matrices X as above and n k matrices of the ⇥ form X0 = Y A,foranymatrixA Mn k,k(R). ? 2 As noted in Edelman, Arias and Smith [19], because the spaces spanned by Y and Y form an orthogonal direct ? sum in Rn,thereisaone-to-onecorrespondencebetween n k matrices of the form Y A for any matrix A ⇥ ? 2 Mn k,k(R), and matrices X0 Mn,k(R)suchthat 2

Y >X0 =0. 990 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS This second description of tangent vectors to G(k, n)at [Y ]issometimesmoreconvenient.

The tangent vectors X0 Mn,k(R)totheStiefelmanifold 2 S(k, n)atY satisfy the weaker condition that Y >X0 is skew-symmetric.

End ~

Given any X m of the form 2 0 A X = > , A 0 ✓ ◆ the geodesic starting at o is given by

(t)=exp(tX) o. · Thus, we need to compute

0 tA exp(tX)=exp > . tA 0 ✓ ◆ 20.9. EXAMPLES OF SYMMETRIC SPACES 991 This can be done using SVD.

Since G(k, n)andG(n k, n)areisomorphic,without loss of generality, assume that 2k n.Then,let  ⌃ A = U V 0 > ✓ ◆ be an SVD for A,withU a(n k) (n k)orthogonal matrix, ⌃a k k matrix, and V ⇥a k k orthogonal matrix. ⇥ ⇥

Since we assumed that k n k,wecanwrite  U =[U1 U2], with U1 is a (n k) k matrix and U2 an (n k) (n 2k) matrix. ⇥ ⇥ 992 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS We find that

0 A exp(tX)=expt > A 0 ✓ ◆ cos t⌃ sin t⌃0 V 0 V > 0 = sin t⌃cost⌃0 . 0 U 0 1 0 U > ✓ ◆ 00I ✓ ◆ @ A

Now, exp(tX)Pn,k is certainly a representative of the equivalence class of [exp(tX)], so as a n k matrix, the geodesic through o with initial velocity ⇥

0 A X = > A 0 ✓ ◆ (with A any (n k) k matrix with n k k)isgiven by ⇥

V 0 cos t⌃ (t)= V , 0 U sin t⌃ > ✓ 1◆✓ ◆ where A = U1⌃V >,acompactSVDofA. 20.9. EXAMPLES OF SYMMETRIC SPACES 993 Because symmetric spaces are geodesically complete, we get an interesting corollary. Indeed, every equivalence class [Q] G(k, n)possessessomerepresentativeofthe 2 form eX for some X m,soweconcludethatforevery orthogonal matrix Q 2 SO(n), there exist some orthog- 2 onal matrices V,V O(k)andU, U O(n k), and some diagonal matrix2 ⌃with nonnegatives2 entries, so that e e cos ⌃ sin ⌃0 V 0 (V )> 0 Q = sin ⌃cos ⌃0 . 0 U 0 1 0(U) ✓ ◆ 00I >! e @ A e This is an instance of the CS-decomposition; see Golub and Van Loan [23]. 994 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS The matrices cos ⌃and sin ⌃are actually diagonal ma- trices of the form

cos ⌃= diag(cos ✓1,...,cos ✓k) and sin ⌃= diag(sin ✓1,...,sin ✓k), so we may assume that 0 ✓ ⇡/2, because if cos ✓ or  i  i sin ✓i is negative, we can change the sign of the ith row of V (resp. the sign of the i-th row of U)andstillobtain orthogonal matrices U 0 and V 0 that do the job.

Now, it is known that (✓1,...,✓k)aretheprincipal an- gles (or Jordan angles)betweenthesubspacesspanned the first k columns of In and the subspace spanned by the columns of Y (see Golub and van Loan [23]). 20.9. EXAMPLES OF SYMMETRIC SPACES 995 Recall that given two k-dimensional subspaces and determined by two n k matrices Y and Y of rankU k,theV ⇥ 1 2 principal angles ✓1,...,✓k between and are defined recursively as follows: Let = , U = ,letV U1 U V1 V

cos ✓1 =maxu, v , u ,v h i u 2=1U, v2V =1 k k2 k k2 let u1 and v1 be any two unit vectors such that cos ✓ =2Uu ,v ,andfor2V i =2,...,k,if 1 h 1 1i i = i 1 ui 1 ? and i = i 1 vi 1 ?,let U U \{ } V V \{ }

cos ✓i =maxu, v , u i,v i h i u 2=1U , v2V =1 k k2 k k2 and let ui i and vi i be any two unit vectors such that cos ✓ 2=Uu ,v . 2V i h i ii 996 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

The vectors ui and vi are not unique, but it is shown in Golub and van Loan [23] that (cos ✓1,...,cos ✓k)arethe singular values of Y1>Y2 (with 0 ✓1 ✓2 ... ✓k ⇡/2).     

We can also determine the length L()(s)ofthegeodesic (t)fromo to p = esX,foranyX m,with 2 0 A X = > . A 0 ✓ ◆ The computation from Section 20.4 remains valid and we obtain

2 2 1 2 (L()(s)) = s tr(X>X) = s tr(A>A). 2 ✓ ◆

Then, if ✓1,...,✓k are the singular values of A,weget

1 L()(s)=s(✓2 + + ✓2)2 . 1 ··· k 20.9. EXAMPLES OF SYMMETRIC SPACES 997 In view of the above discussion regarding principal angles, we conclude that if Y1 consists of the first k columns of an orthogonal matrix Q1 and if Y2 consists of the first k columns of an orthogonal matrix Q2 then the distance between the subspaces [Q1]and[Q2]isgivenby

1 d([Q ], [Q ]) = (✓2 + + ✓2)2 , 1 2 1 ··· k where (cos ✓1,...,cos ✓k)arethesingularvaluesofY1>Y2 (with 0 ✓ ⇡/2); the angles (✓ ,...,✓ )arethe  i  1 k principal angles between the spaces [Q1]and[Q2].

In Golub and van Loan, a di↵erent distance between sub- spaces is defined, namely

d ([Q ], [Q ]) = Y Y > Y Y > . p2 1 2 1 1 2 2 2 998 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

If we write ⇥= diag(✓1 ...,✓k), then it is shown that

dp2([Q1], [Q2]) = sin ⇥ =maxsin ✓i. k k1 1 i k   This metric is derived by embedding the Grassmannian in the set of n n projection matrices of rank k,andthen using the 2-norm.⇥

Other metrics are proposed in Edelman, Arias and Smith [19]. 20.9. EXAMPLES OF SYMMETRIC SPACES 999 We leave it to the brave readers to compute [[X, Y ],X],Y , where h i

0 A 0 B X = > ,Y= > , A 0 B 0 ✓ ◆ ✓ ◆ and check that

[[X, Y ],X],Y = BA> AB>,BA> AB> h i h i + A>B B>A, A>B B>A , h i which shows that the sectional curvature is nonnnegative.

n 1 n 1 When k =1,whichcorrespondstoRP (or S ), we get a metric of constant positive curvature. 1000 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 2. Symmetric Positive Definite Matrices

Recall that the space SPD(n)ofsymmetricpositivedef- inite matrices (n 2) appears as the homogeneous space + + GL (n, R)/SO(n), under the action of GL (n, R)on SPD(n)givenby

A S = ASA>. ·

+ Write G = GL (n, R), K = SO(n), and choose the Cartan involution given by

1 (S)=(S>) .

It is immediately verified that

G = SO(n). 20.9. EXAMPLES OF SYMMETRIC SPACES 1001 + Then, we have gl (n)=gl(n)=Mn(R), k = so(n), and m = S(n), the of symmetric matrices. We define an Ad(SO(n))-invariant inner product on gl+(n) by

X, Y =tr(X>Y ). h i If X m and Y k = so(n), we find that X, Y =0. Thus,2 we have 2 h i

tr(XY )ifX, Y k 2 X, Y = tr(XY )ifX, Y m h i 8 2 <>0ifX m,Y k. 2 2 :> We leave it as an exercise (see Petersen [44], Chapter 8, Section 2.5) to show that

[[X, Y ],X],Y = tr([X, Y ]>[X, Y ]), for all X, Y m. h i 2 1002 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS This shows that the sectional curvature is nonpositive. It can also be shown that the isotropy representation is given by

1 A(X)=AXA = AXA>, for all A SO(n)andallX m. 2 2 Recall that the exponential exp: S(n) SDP(n)isa bijection. !

Then, given any S SPD(n), there is a unique X m such that S = eX,andtheuniquegeodesicfrom2 I to2 S is given by (t)=etX.

Let us try to find the length L()=d(I,S)ofthis geodesic. 20.9. EXAMPLES OF SYMMETRIC SPACES 1003 As in Section 20.4, we have

1 1 L()= 0(t),0(t) 2 dt, h i Z0 but this time, X m is symmetric and the geodesic is unique, so we have2 1 1 tX tX 1 2 2tX 1 L()= (e )0, (e )0 2 dt = (tr(X e ))2 dt. h i Z0 Z0

Since X is a symmetric matrix, we can write

X = P >⇤P, with P orthogonal and ⇤= diag(1,...,n), a real di- agonal matrix, and we have

2 2tX 2 2t⇤ tr(X e )=tr(P >⇤ PP>e P ) =tr(⇤2e2t⇤) = 2e2t1 + + 2 e2tn. 1 ··· n 1004 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Therefore,

1 1 d(I,S)=L()= (( et1)2 + +( etn)2)2 dt. 1 ··· n Z0

X Actually, since S = e and S is SPD, 1,...,n are the logarithms of the eigenvalues 1,...,n of X,sowehave

1 t log 1 2 d(I,S)=L()= ((log 1e ) + 0 ··· Z 1 t log n 2 +(logne ) )2 dt.

Unfortunately, there doesn’t appear to be a closed form formula for this integral. 20.9. EXAMPLES OF SYMMETRIC SPACES 1005 The symmetric space SPD(n)containsaninteresting submanifold, namely the space of matrices S in SPD(n) such that det(S)=1.

This the symmetric space SL(n, R)/SO(n), which we suggest denoting by SSPD(n). For this space, g = sl(n), and the reductive decomposition is given by

k = so(n), m = S(n) sl(n). \ Now, recall that the Killing form on gl(n)isgivenby

B(X, Y )=2ntr(XY ) 2tr(X)tr(Y ). On sl(n), the Killing form is B(X, Y )=2ntr(XY ), and it is proportional to the inner product

X, Y =tr(XY ). h i 1006 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Therefore, we see that the restriction of the Killing form of sl(n)tom = S(n) sl(n)ispositivedefinite,whereas \ it is negative definite on k = so(n).

The symmetric space SSPD(n) ⇠= SL(n, R)/SO(n)is an example of a symmetric space of noncompact type.

On the other hand, the Grassmannians are examples of symmetric spaces of compact type (for n 3). In the next section, we take a quick look at these special types of symmetric spaces. 20.9. EXAMPLES OF SYMMETRIC SPACES 1007 3. The +(1) Hn ~

In Section 6.1 we defined the SO0(n, 1) as follows: if

I 0 J = n , 0 1 ✓ ◆ then a matrix A Mn+1(R)belongstoSO0(n, 1) i↵ 2

A>JA = J, det(A)=+1,an+1n+1 > 0.

In that same section we also defined the hyperbolic space + n (1) as the sheet of n(1) which contains (0,...,0, 1) whereH H

n+1 2 2 n(1) = u =(u,t) R u t = 1 . H { 2 |k k } 1008 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS We also showed that the action : SO (n, 1) +(1) +(1) with · 0 ⇥Hn ! H n A u = Au · is a transitive with stabilizer SO(n)(seeProposition6.8).

Thus, +(1) arises as the homogeneous space Hn SO0(n, 1)/SO(n).

Since the inverse of A SO0(n, 1) is JA>J,themap : SO (n, 1) SO (n,21) given by 0 ! 0 1 (A)=JAJ =(A>) is an involutive automorphism of SO0(n, 1). Write G = SO0(n, 1), K = SO(n). 20.9. EXAMPLES OF SYMMETRIC SPACES 1009 It is immediately verified that

Q 0 G = Q SO(n) , 01 | 2 ⇢✓ ◆

so G ⇠= SO(n). We have

Bu n so(n, 1) = B so(n),u R , u> 0 | 2 2 ⇢✓ ◆ and the derivative ✓ : so(n, 1) so(n, 1) of at I is given by !

✓(X)=JXJ = X>. 1010 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS From this we deduce that the +1-eigenspace is given by

B 0 k = B so(n) , 00 | 2 ⇢✓ ◆ and the 1-eigenspace is given by

0 u n m = u R , u> 0 | 2 ⇢✓ ◆ with

so(n, 1) = k m, areductivedecomposition. 20.9. EXAMPLES OF SYMMETRIC SPACES 1011 We define an Ad(K)-invariant inner product on so(n, 1) by 1 X, Y = tr(X>Y ). h i 2

n In fact, on m ⇠= R ,wehave

0 u 0 v 1 0 u 0 v , = tr u> 0 v> 0 2 u> 0 v> 0 ⌧✓ ◆ ✓ ◆ 1 ✓✓ ◆✓ ◆◆ = tr(uv> + u>v)=u>v, 2 the Euclidean product of u and v. 1012 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS As an exercise, the reader should compute [[X, Y ],X],Y , where h i

0 u 0 v X = ,Y= , u 0 v 0 ✓ > ◆ ✓ > ◆ and check that

[[X, Y ],X],Y = uv> vu>,uv> vu> , h i h i which shows that the sectional curvature is nonpositive. In fact, +(1) has constant negative sectional curvature. Hn We leave it as an exercise to prove that for n 2, the Killing form B on so(n, 1) is given by

B(X, Y )=(n 1)tr(XY ), for all X, Y so(n, 1). 2 20.9. EXAMPLES OF SYMMETRIC SPACES 1013 If we write B u B v X = 1 ,Y= 2 , u 0 v 0 ✓ > ◆ ✓ > ◆ then

B(X, Y )=(n 1)tr(B B )+2(n 1)u>v. 1 2

This shows that B is negative definite on k and positive definite on m.

+ This means that the space n (1) is a symmetric space of noncompact type. H

+ The symmetric space n (1) = SO0(n, 1)/SO(n)turns out to be dual, as a symmetricH space, to Sn = SO(n +1)/SO(n). 1014 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

4. The Hyperbolic Grassmannian G⇤(q, p + q)~

+ This is the generalization of the hyperbolic space n (1) in Example (3). H

Recall from Section 6.1 that we define Ip,q,forp, q 1, by

I 0 I = p . p,q 0 I ✓ q◆ If n = p + q,thematrixIp,q is associated with the nondegenerate symmetric bilinear form

p n ' ((x ,...,x ), (y ,...,y )) = x y x y p,q 1 n 1 n i i j j i=1 j=p+1 X X with associated quadratic form

p n ((x ,...,x )) = x2 x2. p,q 1 n i j i=1 j=p+1 X X 20.9. EXAMPLES OF SYMMETRIC SPACES 1015 The group SO(p, q)isthesetofalln n-matrices (with n = p + q) ⇥

SO(p, q)= A GL(n, R) A>Ip,qA = Ip,q, det(A)=1 . { 2 | }

If we write

PQ A = ,PMp(R),Q Mq(R) RS 2 2 ✓ ◆ then it is shown in O’Neill [43] (Chapter 9, Lemma 6) that the connected component SO0(p, q)ofSO(p, q)contain- ing I is given by

SO0(p, q)= A GL(n, R) A>Ip,qA = Ip,q, { 2 | det(P ) > 0, det(S) > 0 . } 1016 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS

For both SO(p, q)andSO0(p, q), the inverse is given by

1 A = Ip,qA>Ip,q.

This implies that the map : SO0(p, q) SO0(p, q) given by !

1 (A)=Ip,qAIp,q =(A>) is an involution, and its fixed subgroup G is given by

Q 0 G = Q SO(p),R SO(q) . 0 R | 2 2 ⇢✓ ◆

Thus G is isomorphic to SO(p) SO(q). ⇥ 20.9. EXAMPLES OF SYMMETRIC SPACES 1017

For p, q 1, the Lie algebra so(p, q)ofSO0(p, q)(and SO(p, q)aswell)isgivenby

BA so(p, q)= B so(p),C so(q), A> C | 2 2 ⇢✓ ◆ A Mp,q(R) . 2

Since ✓ = d is also given by ✓(X)=I XI = X>, I p,q p,q we find that the +1-eigenspace k of ✓ is given by

B 0 k = B so(p),C so(q) , 0 C | 2 2 ⇢✓ ◆ and the 1-eigenspace m of ✓ is is given by 0 A m = A Mp,q(R) . A> 0 | 2 ⇢✓ ◆ 1018 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Note that k is a subalgebra of so(p, q)andso(p, q)= k m. Write G = SO (p, q)andK = SO(p) SO(q). o ⇥ We define an Ad(K)-invariant inner product on so(p, q) by 1 X, Y = tr(X>Y ). h i 2

Therefore, for p, q 1, the coset space SO (p, q)/(SO(p) SO(q)) is a symmetric space. 0 ⇥ Observe that on m,theaboveinnerproductisgivenby 1 X, Y = tr(XY ). h i 2 20.9. EXAMPLES OF SYMMETRIC SPACES 1019 On the other hand, in the case of SO(p + q)/(SO(p) SO(q)), on m,theinnerproductis given by ⇥ 1 X, Y = tr(XY ). h i 2 This space can be described explicitly.

Indeed, let G⇤(q, p + q)bethesetofq-dimensional sub- n p+q spaces W of R = R such that p,q is negative definite on W .

Then we have an obvious matrix multiplication action of SO0(p, q)onG⇤(q, p + q), and it is easy to check that this action is transitive. 1020 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS It is not hard to show that the stabilizer of the subspace spanned by the last q columns of the (p + q) (p + q) ⇥ identity matrix is SO(p) SO(q), so the space G⇤(q, p+ q)isisomorphictothehomogeneous(symmetric)space⇥ SO (p, q)/(SO(p) SO(q)). 0 ⇥

Definition 20.14. The symmetric space G⇤(q, p+q) ⇠= SO0(p, q)/(SO(p) SO(q)) is called the hyperbolic Grass- mannian. ⇥

Assume that p + q 3,p,q 1. Then it can be shown that the Killing form on so(p, q)isgivenby

B(X, Y )=(p + q 2)tr(XY ), so so(p, q)issemisimple. 20.9. EXAMPLES OF SYMMETRIC SPACES 1021 If we write

B A B A X = 1 1 ,Y= 2 2 , A C A C ✓ 1> 1◆ ✓ 2> 2◆ then

B(X, Y )=(p + q 2)(tr(B B )+tr(C C )) 1 2 1 2 +2(p + q 2)A>A . 1 2

Consequently, B is negative definite on k and positive def- inite on m,soG⇤(q, p+q)=SO0(p, q)/(SO(p) SO(q)) is another example of a symmetric space of noncompact⇥ type. 1022 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS We leave it to the reader to compute [[X, Y ],X],Y , where h i

0 A 0 B X = ,Y= , A 0 B 0 ✓ > ◆ ✓ > ◆ and check that

[[X, Y ],X],Y = BA> AB>,BA> AB> h i h i A>B B>A, A>B B>A , h i which shows that the sectional curvature is nonpositive. 20.9. EXAMPLES OF SYMMETRIC SPACES 1023 In fact, the above expression is the negative of the expres- sion that we found for the sectional curvature of G0(p, p + q).

When p =1orq =1,wegetaspaceofconstantnegative curvature.

The above property is one of the consequences of the fact that the space G⇤(q, p+q)=SO0(p, q)/(SO(p) SO(q)) is the symmetric space dual to ⇥ G0(p, p + q)=SO(p + q)/(SO(p) SO(q)), the Grass- mannian of oriented p-planes; ⇥ see O’Neill [43] (Chapter 11, Definition 37) or Helgason [24] (Chapter V, Section 2). 1024 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 5. Compact Lie Groups

If H be a compact Lie group, then G = H H acts on H via ⇥

1 (h ,h ) h = h hh . 1 2 · 1 2 The stabilizer of (1, 1) is clearly K =H = (h, h) h H . { | 2 } It is easy to see that the map

1 (g ,g )K g g 1 2 7! 1 2 is a di↵eomorphism between the coset space G/K and H (see Helgason [24], Chapter IV, Section 6). 20.9. EXAMPLES OF SYMMETRIC SPACES 1025 ACartaninvolution is given by

(h1,h2)=(h2,h1), and obviously G = K =H.

Therefore, H appears as the symmetric space G/K,with G = H H, K =H,and ⇥

k = (X, X) X h , m = (X, X) X h . { | 2 } { | 2 }

For every (h ,h ) g,wehave 1 2 2 h + h h + h h h h h (h ,h )= 1 2, 1 2 + 1 2, 1 2 1 2 2 2 2 2 ✓ ◆ ✓ ◆ which gives the direct sum decomposition

g = k m. 1026 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS The natural projection ⇡ : H H H is given by ⇥ ! 1 ⇡(h1,h2)=h1h2 , which yields d⇡(1,1)(X, Y )=X Y (see Helgason [24], Chapter IV, Section 6).

It follows that the natural isomorphism m h is given by ! (X, X) 2X. 7! Given any bi-invariant metric , on H,defineamet- h i ric on m by

(X, X), (Y, Y ) =4X, Y . h i h i 20.9. EXAMPLES OF SYMMETRIC SPACES 1027 The reader should check that the resulting symmetric space is isometric to H (see Sakai [48], Chapter IV, Ex- ercise 4).

More examples of symmetric spaces are presented in Ziller [53] and Helgason [24].

To close our brief tour of symmetric spaces, we conclude with a short discussion about the type of symmetric spaces. 1028 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS 20.10 Types of Symmetric Spaces

Suppose (G,K,)(G connected and K compact) presents asymmetricspacewithCartaninvolution,andwith

g = k m, where k (the Lie algebra of K)istheeigenspaceofd1 as- sociated with the eigenvalue +1 and m is is the eigenspace associated with the eigenvalue 1. If B is the Killing form of g,itturnsoutthattherestric- tion of B to k is always negative semidefinite.

This will be shown as the first part of the proof of Propo- sition 20.36. 20.10. TYPES OF SYMMETRIC SPACES 1029 However, to guarantee that B is negative definite (that is, B(Z, Z)=0impliesthatZ =0)someadditional condition is needed.

This condition has to do with the subgroup N of G de- fined by

N = g G ⌧ =id { 2 | g } = g G gaK = aK for all a G . { 2 | 2 }

By setting a = e,weseethatN K. ✓ 1 1 Furthermore, since n N implies na bK = a bK for all a, b G,wecanreadilyshowthat2 N is a normal subgroup2 of both K and G.

It is not hard to show that N is the largest normal sub- group that K and G have in common (see Ziller [53] (Chapter 6, Section 6.2). 1030 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS We can also describe the subgroup N in a more explicit fashion. We have

N = g G gaK = aK for all a G { 2 | 1 2 } = g G a gaK = K for all a G { 2 | 1 2 } = g G a ga K for all a G . { 2 | 2 2 }

Definition 20.15. For any Lie group G and any closed subgroup K of G,thesubgroupN of G given by

1 N = g G a ga K for all a G { 2 | 2 2 } is called the ine↵ective kernel of the left action of G on G/K.

The left action of G on G/K is said to be e↵ective (or faithful)ifN = 1 , almost e↵ective if N is a discrete subgroup. { } 20.10. TYPES OF SYMMETRIC SPACES 1031 If K is compact, which will be assumed from now on, since a discrete subgroup of a compact group is finite, the action of G on G/K is almost e↵ective if N is finite.

n n For example, the action : SU(n +1) CP CP · ⇥ ! n of SU(n +1)onthe(complex)projectivespaceCP discussed in Example (e) of Section 5.3 is almost e↵ective but not e↵ective.

n It presents CP as the homogeneous manifold

n SU(n +1)/S(U(1) U(n)) = CP . ⇥ ⇠ We leave it as an exercise to the reader to prove that the ine↵ective kernel of the above action is the finite group

n+1 N = In+1 =1, C . { | 2 } 1032 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS It turns out that the additional requirement needed for the Killing form to be negative definite is that the action of G on G/K is almost e↵ective.

The following technical proposition gives a criterion for the left action of G on G/K to be almost e↵ective in terms of the Lie algebras g and k.ThisisProposition 6.27 from Ziller [53].

Proposition 20.35. The left action of G on G/K (with K compact) is almost e↵ective i↵ g and k have no nontrivial ideal in common.

Proposition 20.36. If (G,K,) is a symmetric space (K compact) with Cartan involution , and assume that the left action of G on G/K is almost e↵ective. If B is the Killing form of g and k =(0), then the 6 restriction of B to k is negative definite. 20.10. TYPES OF SYMMETRIC SPACES 1033 In view of Proposition 20.36, it is natural to classify sym- metric spaces depending on the behavior of B on m.

Definition 20.16. Let M =(G,K,)beasymmetric space (K compact) with Cartan involution and Killing form B.ThespaceM is said to be of (1) Euclidean type if B =0onm. (2) Compact type if B is negative definite on m. (3) Noncompact type if B is positive definite on m. 1034 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Proposition 20.37. Let M =(G,K,) be a symmet- ric space (K compact) with Cartan involution and Killing form B. The following properties hold: (1) M is of Euclidean type i↵ [m, m]=(0). In this case, M has zero sectional curvature. (2) If M is of compact type, then g is semisimple and both G and M are compact. (3) If M is of noncompact type, then g is semisimple and both G and M are non-compact.

Symmetric spaces of Euclidean type are not that inter- esting, since they have zero sectional curvature. 20.10. TYPES OF SYMMETRIC SPACES 1035 The Grassmannians G(k, n)andG0(k, n)aresymmetric spaces of compact type, and SL(n, R)/SO(n), +(1) = Hn SO0(n, 1)/SO(n), and the hyperbolic Grassmannian G⇤(q, p + q)=SO0(p, q)/(SO(p) SO(q)) are of non- compact type. ⇥

+ Since GL (n, R)isnotsemisimple, + SPD(n) ⇠= GL (n, R)/SO(n)isnotasymmetricspace of noncompact type, but it has many similar properties.

For example, it has nonpositive sectional curvature and n(n 1)/2 because it is di↵eomorphic to S(n) ⇠= R ,itis simply connected.

Here is a quick summary of the main properties of sym- metric spaces of compact and noncompact types. Proofs can be found in O’Neill [43] (Chapter 11) and Ziller [53] (Chapter 6). 1036 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Proposition 20.38. Let M =(G,K,) be a symmet- ric space (K compact) with Cartan involution and Killing form B. The following properties hold: (1) If M is of compact type, then M has nonnega- tive sectional curvature and positive Ricci curva- ture. The ⇡1(M) of M is a finite abelian group. (2) If M is of noncompact type, then M is simply con- nected, and M has nonpositive sectional curvature and negative Ricci curvature. Furthermore, M is di↵eomorphic to Rn (with n =dim(M)) and G is di↵eomorphic to K Rn. ⇥

There is also an interesting duality between symmetric spaces of compact type and noncompact type, but we will not discuss it here. 20.10. TYPES OF SYMMETRIC SPACES 1037 We conclude this section by explaining what the Stiefel manifolds S(k, n)arenotsymmetricspacesfor2 k n 2.   This has to do with the nature of the involutions of so(n). Recall that the matrices Ip,q and Jn are defined by

I 0 0 I I = p ,J= n , p,q 0 I n I 0 ✓ q◆ ✓ n ◆

2 with 2 p + q and n 1. Observe that Ip,q = Ip+q and J 2 = I . n 2n 1038 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS It is shown in Helgason [24] (Chapter X, Section 2 and Section 5) that, up to conjugation, the only involutive of so(n)aregivenby

1. ✓(X)=Ip,qXIp,q,inwhichcasetheeigenspacek of ✓ associated with the eigenvalue +1 is S 0 k = S so(k),T so(n k) . 1 0 T 2 2 ⇢✓ ◆ 2. ✓(X)= JnXJn,inwhichcasetheeigenspace k of ✓ associated with the eigenvalue +1 is S T k2 = S so(n),T S(n) . TS 2 2 ⇢✓ ◆ 20.10. TYPES OF SYMMETRIC SPACES 1039 However, in the case of the S(k, n), the Lie subalgebra k of so(n)associatedwithSO(n k)is 00 k = S so(n k) , 0 S 2 ⇢✓ ◆ and if 2 k n 2, then k = k and k = k .   6 1 6 2 Therefore, the Stiefel manifold S(k, n)isnotasymmetric space if 2 k n 2.   This also has to do with the fact that in this case, SO(n k)isnotamaximalsubgroupofSO(n). 1040 CHAPTER 20. MANIFOLDS ARISING FROM GROUP ACTIONS Bibliography

[1] P.-A. Absil, R. Mahony, and R. Sepulchre. Optimiza- tion Algorithms on Matrix Manifolds.Princeton University Press, first edition, 2008. [2] Andreas Arvanitoyeorgos. An Introduction to Lie Groups and the of Homogeneous Spaces. SML, Vol. 22. AMS, first edition, 2003. [3] Andrew Baker. Matrix Groups. An Introduction to Lie Group Theory. SUMS. Springer, 2002. [4] Marcel Berger. G´eom´etrie 1.Nathan,1990.English edition: Geometry 1, Universitext, Springer Verlag. [5] Marcel Berger. A Panoramic View of .Springer,2003. [6] Marcel Berger and Bernard Gostiaux. G´eom´etrie di↵´erentielle: vari´et´es,courbes et surfaces.Col- lection Math´ematiques. Puf, second edition, 1992. English edition: Di↵erential geometry, manifolds, curves, and surfaces, GTM No. 115, Springer Verlag.

1041 1042 BIBLIOGRAPHY [7] Raoul Bott and Tu Loring W. Di↵erential Forms in Algebraic Topology.GTMNo.82.SpringerVerlag, first edition, 1986. [8] Nicolas Bourbaki. Elements of Mathematics. Lie Groups and Lie Algebras, Chapters 1–3.Springer, first edition, 1989. [9] Nicolas Bourbaki. Topologie G´en´erale, Chapitres 1-4. El´ements de Math´ematiques. Masson, 1990. [10] T. Br¨ocker and T. tom Dieck. Representations of Compact Lie Groups. GTM, Vol. 98. Springer Ver- lag, first edition, 1985. [11] N. Burgoyne and R. Cushman. Conjugacy classes in linear groups. Journal of Algebra,44:339–362,1977. [12] Henri Cartan. Th´eorie ´el´ementaire des fonctions analytiques d’une ou plusieurs variables com- plexes.Hermann,1961. [13] Roger Carter, Graeme Segal, and Ian Macdonald. Lectures on Lie Groups and Lie Algebras.Cam- bridge University Press, first edition, 1995. [14] Dragomir Djokovic. On the exponential map in clas- sical lie groups. Journal of Algebra,64:76–88,1980. BIBLIOGRAPHY 1043 [15] Manfredo P. do Carmo. Di↵erential Geometry of Curves and Surfaces.PrenticeHall,1976.

[16] Manfredo P. do Carmo. Riemannian Geometry. Birkh¨auser,second edition, 1992.

[17] B.A. Dubrovin, A.T. Fomenko, and S.P. Novikov. Modern Geometry–Methods and Applications. Part I.GTMNo.93.SpringerVerlag,secondedition, 1985.

[18] J.J. Duistermaat and J.A.C. Kolk. Lie Groups.Uni- versitext. Springer Verlag, first edition, 2000.

[19] Alan Edelman, Thomas A. Arias, and Steven T. Smith. The geometry of algorithms with orthogonal- ity constraints. SIAM Journal on Matrix Analysis and Applications,20(2):303–353,1998.

[20] William Fulton and Joe Harris. , A first course.GTMNo.129.Springer Verlag, first edition, 1991.

[21] Jean H. Gallier. Geometric Methods and Appli- cations, For Computer Science and Engineering. TAM, Vol. 38. Springer, second edition, 2011. 1044 BIBLIOGRAPHY [22] S. Gallot, D. Hulin, and J. Lafontaine. Riemannian Geometry.Universitext.SpringerVerlag,secondedi- tion, 1993. [23] H. Golub, Gene and F. Van Loan, Charles. Matrix Computations.TheJohnsHopkinsUniversityPress, third edition, 1996. [24] Sigurdur Helgason. Di↵erential Geometry, Lie Groups, and Symmetric Spaces. GSM, Vol. 34. AMS, first edition, 2001. [25] D. Hilbert and S. Cohn-Vossen. Geometry and the Imagination.ChelseaPublishingCo.,1952. [26] Morris W. Hirsch. Di↵erential Topology.GTMNo. 33. Springer Verlag, first edition, 1976. [27] J¨urgen Jost. Riemannian Geometry and Geomet- ric Analysis.Universitext.SpringerVerlag,fourth edition, 2005. [28] Anthony W. Knapp. Lie Groups Beyond an In- troduction. Progress in Mathematics, Vol. 140. Birkh¨auser,second edition, 2002. [29] Shoshichi Kobayashi and Katsumi Nomizu. Founda- tions of Di↵erential Geometry, II.WileyClassics. Wiley-Interscience, first edition, 1996. BIBLIOGRAPHY 1045 [30] Wolfgang K¨uhnel. Di↵erential Geometry. Curves– Surfaces–Manifolds. Student Mathematical Library, Vol. 16. AMS, first edition, 2002.

[31] Jacques Lafontaine. Introduction Aux Vari´et´es Di↵´erentielles.PUG,firstedition,1996.

[32] Serge Lang. Real and Functional Analysis.GTM 142. Springer Verlag, third edition, 1996.

[33] Serge Lang. Fundamentals of Di↵erential Geom- etry.GTMNo.191.SpringerVerlag,firstedition, 1999.

[34] John M. Lee. Introduction to Smooth Manifolds. GTM No. 218. Springer Verlag, first edition, 2006.

[35] Jerrold E. Marsden and T.S. Ratiu. Introduction to Mechanics and Symmetry. TAM, Vol. 17. Springer Verlag, first edition, 1994.

[36] John W. Milnor. Morse Theory. Annals of Math. Series, No. 51. Princeton University Press, third edi- tion, 1969.

[37] John W. Milnor. On isometries of inner product spaces. Inventiones Mathematicae,8:83–97,1969. 1046 BIBLIOGRAPHY [38] John W. Milnor. of left invariant metrics on lie groups. Advances in Mathematics,21:293– 329, 1976.

[39] John W. Milnor and James D. Stashe↵. Charac- teristic Classes. Annals of Math. Series, No. 76. Princeton University Press, first edition, 1974.

[40] R. Mneimn´eand F. Testard. Introduction `ala Th´eorie des Groupes de Lie Classiques.Hermann, first edition, 1997.

[41] Shigeyuki Morita. Geometry of Di↵erential Forms. Translations of Mathematical Monographs No 201. AMS, first edition, 2001.

[42] Mitsuru Nishikawa. On the exponential map of the group O(p, q)0. Memoirs of the Faculty of Science, Kyushu University, Ser. A,37:63–69,1983.

[43] Barrett O’Neill. Semi-Riemannian Geometry With Applications to Relativity. Pure and Applies Math., Vol 103. Academic Press, first edition, 1983.

[44] Peter Petersen. Riemannian Geometry.GTMNo. 171. Springer Verlag, second edition, 2006. BIBLIOGRAPHY 1047 [45] M.M. Postnikov. Geometry VI. Riemannian Ge- ometry. Encyclopaedia of Mathematical Sciences, Vol. 91. Springer Verlag, first edition, 2001. [46] Marcel Riesz. Cli↵ord Numbers and Spinors. Kluwer Academic Press, first edition, 1993. Edited by E. Folke Bolinder and Pertti Lounesto. [47] Wulf Rossmann. Lie Groups. An Introduction Through Linear Groups. Graduate Texts in Math- ematics. Oxford University Press, first edition, 2002. [48] Takashi Sakai. Riemannian Geometry.Mathemat- ical Monographs No 149. AMS, first edition, 1996. [49] Jean-Pierre Serre. Lie Algebras and Lie Groups. Lecture Notes in Mathematics, No. 1500. Springer, second edition, 1992. [50] S. Sternberg. Lectures On Di↵erential Geometry. AMS Chelsea, second edition, 1983. [51] V.S. Varadarajan. Lie Groups, Lie Algebras, and Their Representations.GTMNo.102.SpringerVer- lag, first edition, 1984. [52] Frank Warner. Foundations of Di↵erentiable Man- ifolds and Lie Groups.GTMNo.94.SpringerVer- lag, first edition, 1983. 1048 BIBLIOGRAPHY [53] Wolfgang Ziller. Lie Groups. Representation Theory and Symmetric Spaces. Technical report, University of Pennsylvania, Math. Department, Philadelphia, PA 19104, 2010. Book in Preparation.