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Ilzers Apollon Mission!
Jeden Dienstag neu | € 1,90 Nr. 32 | 6. August 2019 FOTOS: GEPA PICTURES 50 Wien 15 SEITEN PREMIER LEAGUE Manchester City will den Hattrick! ab Seite 21 AUSTRIA WIEN: VÖLLIG PUNKTELOS IN DEN EUROPACUP MARCEL KOLLER VS. LASK Aufwind nach dem Machtkampf Seite 6 Ilzers Apollon TOTO RUNDE 32A+32B Garantie 13er mit 100.000 Euro! Mission! Seite 8 Österreichische Post AG WZ 02Z030837 W – Sportzeitung Verlags-GmbH, Linke Wienzeile 40/2/22, 1060 Wien Retouren an PF 100, 13 Die Premier League live & exklusiv Der Auftakt mit Jürgen Klopps Liverpool vs. Norwich Ab Freitag 20 Uhr live bei Sky PR_AZ_Coverbalken_Sportzeitung_168x31_2018_V02.indd 1 05.08.19 10:52 Gratis: Exklusiv und Montag: © Shutterstock gratis nur für Abonnenten! EPAPER AB SOFORT IST MONTAG Dienstag: DIENSTAG! ZEITUNG DIE SPORTZEITUNG SCHON MONTAGS ALS EPAPER ONLINE LESEN. AM DIENSTAG IM POSTKASTEN. NEU: ePaper Exklusiv und gratis nur für Abonnenten! ARCHIV Jetzt Vorteilsabo bestellen! ARCHIV aller bisherigen Holen Sie sich das 1-Jahres-Abo Print und ePaper zum Preis von € 74,90 (EU-Ausland € 129,90) Ausgaben (ab 1/2018) zum und Sie können kostenlos 52 x TOTO tippen. Lesen und zum kostenlosen [email protected] | +43 2732 82000 Download als PDF. 1 Jahr SPORTZEITUNG Print und ePaper zum Preis von € 74,90. Das Abonnement kann bis zu sechs Wochen vor Ablauf der Bezugsfrist schriftlich gekündigt werden, ansonsten verlängert sich das Abo um ein weiteres Jahr zum jeweiligen Tarif. Preise inklusive Umsatzsteuer und Versand. Zusendung des Zusatzartikels etwa zwei Wochen nach Zahlungseingang bzw. ab Verfügbarkeit. Solange der Vorrat reicht. Shutterstock epaper.sportzeitung.at Montag: EPAPER Jeden Dienstag neu | € 1,90 Nr. -
2019-20 Impeccable Premier League Soccer Checklist Hobby
2019-20 Impeccable Premier League Soccer Checklist Hobby Autographs=Yellow; Green=Silver/Gold Bars; Relic=Orange; White=Base/Metal Inserts Player Set Card # Team Print Run Callum Wilson Gold Bar - Premier League Logo 13 AFC Bournemouth 3 Harry Wilson Silver Bar - Premier League Logo 8 AFC Bournemouth 25 Joshua King Silver Bar - Premier League Logo 7 AFC Bournemouth 25 Lewis Cook Auto - Jersey Number 2 AFC Bournemouth 16 Lewis Cook Auto - Rookie Metal Signatures 9 AFC Bournemouth 25 Lewis Cook Auto - Stats 14 AFC Bournemouth 4 Lewis Cook Auto Relic - Extravagance Patch + Parallels 5 AFC Bournemouth 140 Lewis Cook Relic - Dual Materials + Parallels 10 AFC Bournemouth 130 Lewis Cook Silver Bar - Premier League Logo 6 AFC Bournemouth 25 Lloyd Kelly Auto - Jersey Number 14 AFC Bournemouth 26 Lloyd Kelly Auto - Rookie + Parallels 1 AFC Bournemouth 140 Lloyd Kelly Auto - Rookie Metal Signatures 1 AFC Bournemouth 25 Ryan Fraser Silver Bar - Premier League Logo 5 AFC Bournemouth 25 Aaron Ramsdale Metal - Rookie Metal 1 AFC Bournemouth 50 Callum Wilson Base + Parallels 9 AFC Bournemouth 130 Callum Wilson Metal - Stainless Stars 2 AFC Bournemouth 50 Diego Rico Base + Parallels 5 AFC Bournemouth 130 Harry Wilson Base + Parallels 7 AFC Bournemouth 130 Jefferson Lerma Base + Parallels 1 AFC Bournemouth 130 Joshua King Base + Parallels 2 AFC Bournemouth 130 Nathan Ake Base + Parallels 3 AFC Bournemouth 130 Nathan Ake Metal - Stainless Stars 1 AFC Bournemouth 50 Philip Billing Base + Parallels 8 AFC Bournemouth 130 Ryan Fraser Base + Parallels 4 AFC -
Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance
Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance Master’s thesis in Computer science and engineering ADRIAN LINDBERG DAVID SÖDERBERG Department of Computer Science and Engineering CHALMERS UNIVERSITY OF TECHNOLOGY UNIVERSITY OF GOTHENBURG Gothenburg, Sweden 2020 Master’s thesis 2020 Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance ADRIAN LINDBERG DAVID SÖDERBERG Department of Computer Science and Engineering Chalmers University of Technology University of Gothenburg Gothenburg, Sweden 2020 Comparison of Machine Learning Approaches Applied to Predicting Football Play- ers Performance ADRIAN LINDBERG DAVID SÖDERBERG © ADRIAN LINDBERG, DAVID SÖDERBERG, 2020. Supervisor: Carl Seger, Research Professor, Functional Programming division, Com- puter Science and Engineering. Supervisor: Yinan Yu, Postdoc, Functional Programming division, Department of Computer Science and Engineering. Examiner: Andreas Abel, Senior Lecturer, Logic and Types division, Department of of Computer Science and Engineering. Master’s Thesis 2020 Department of Computer Science and Engineering Chalmers University of Technology and University of Gothenburg SE-412 96 Gothenburg Telephone +46 31 772 1000 Typeset in LATEX Gothenburg, Sweden 2020 iv Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance ADRIAN LINDBERG DAVID SÖDERBERG Department of Computer Science and Engineering Chalmers University of Technology Abstract This thesis investigates three machine learning approaches: Support Vector Machine (SVM), Multi-Layer Perceptron (MLP) and Long Short-Term Memory (LSTM) on predicting the performance of an upcoming match for a football player in the English Premier League. Each approach is applied to two problems: regression and classifi- cation. The last four seasons of English Premier League is collected and analyzed. Each approach and problem is tested several times with different hyperparameters in order to find the best performance. -
Page-1-16 Feb11.Indd
G Before your next trip to Britain check out the BBIGI S ING Discounts on: AV • BritRail Passes • The London Eye SSAVINGS• The London Pass • Tower of London • The Original London Sightseeing Bus Tour Go to: ujnews.com [click on the VisitBritain Shop logo] Vol. 28 No. 11 February 2011 WEYBRIDGE in Surrey Government Plans Major was last month named as Britain’s most fertile town according to a study by MMostost FFertileertile Health Care Reform Gurgle.com. Women living there PRIME MINISTER David Cam- NHS. I think we do need to make more take an average of just TTownown IInn BBritainritain eron said last month that his gov- fundamental changes.” three months to con- ernment will make fundamental PUBLISH ceive, compared to the changes to Britain’s state-run The government was about to publish UK average of six months, its Health and Social Care Bill. NNamedamed health care system, but critics Some doctors welcome the changes, but and are more likely to warned the reforms could under- critics claim the scale of the reforms could fall pregnant than in any mine one of the country’s most vital other area reported the cause chaos. website. institutions. In a letter published in The Times The town is part of the The Conservative leader said he would newspaper groups, including doctors’ posh Elmbridge district, save money and cut red tape by giving body the British Medical Association, the named last month as control over management to family prac- Royal College of Nursing and trade unions Britain’s best place to titioners rather than bureaucrats, and allow warned that the scale and pace of reform live, with official statistics private companies to bid for contracts made the changes “extremely risky and showing its birth rate shot within the National Health Service. -
UN Blacklists 2 KUWAITIS for SUPPORTING Militants
SUBSCRIPTION SUNDAY, AUGUST 17, 2014 SHAWWAL 21, 1435 AH www.kuwaittimes.net MP demands Kurds fight Landslides, Swansea stun conjugal to retake floods kill 109, Manchester visits for Iraq’s displace scores United to ruin prisoners2 largest7 dam in11 Nepal, India Van20 Gaal bow UN blacklists 2 Kuwaitis Max 47º Min 33º for supporting militants High Tide 03:55 & 14:01 Low Tide Kuwait regrets curbs • Four others also sanctioned 10:46 & 22:52 40 PAGES NO: 16257 150 FILS UNITED NATIONS: The United Nations Security Council took aim at Islamist militants in Iraq and Syria on Friday, Barrak: Govt blacklisting six people including two Kuwaitis and threat- ening sanctions against those who finance, recruit or incompetence supply weapons to the insurgents. The 15-member coun- cil unanimously adopted a resolution that aims to weak- en the Islamic State - an Al-Qaeda splinter group that has ‘clear as sun’ seized swathes of territory in Iraq and Syria and declared By A Saleh a caliphate - and Al-Qaeda’s Syrian wing, Nusra Front. Islamic State has long been blacklisted by the KUWAIT: Former MP Musallam Al-Barrak continued Security Council, while Nusra Front was added earlier criticizing the government for withdrawing the citi- this year. Both groups are designated under the UN Al- zenship of some citizens. Barrak criticized First Qaeda sanctions regime. Friday’s resolution named six Deputy PM and Foreign Minister Sheikh Sabah Al- people who will be subject to an international travel Khaled for saying the reasons behind the with- ban, asset freeze and arms embargo, including Islamic drawals were “as clear as the sun”. -
Uefa Europa League
UEFA EUROPA LEAGUE - 2015/16 SEASON MATCH PRESS KITS Stade Vélodrome - Marseille Thursday 18 February 2016 21.05CET (21.05 local time) Olympique de Marseille Round of 32, First leg Athletic Club Last updated 02/05/2016 11:43CET Previous meetings 2 Match background 4 Team facts 5 Squad list 7 Fixtures and results 10 Match-by-match lineups 14 Match officials 17 Legend 19 1 Olympique de Marseille - Athletic Club Thursday 18 February 2016 - 21.05CET (21.05 local time) Match press kit Stade Vélodrome, Marseille Previous meetings Head to Head No UEFA competition matches have been played between these two teams Olympique de Marseille - Record versus clubs from opponents' country UEFA Champions League Date Stage Match Result Venue Goalscorers Lucho González 11; Olympique de Marseille - Real 08/12/2009 GS 1-3 Marseille Ronaldo 5, 80, Albiol Madrid CF 60 Real Madrid CF - Olympique de Ronaldo 58, 64, Kaká 30/09/2009 GS 3-0 Madrid Marseille 61 (P) UEFA Champions League Date Stage Match Result Venue Goalscorers Olympique de Marseille - Club 09/12/2008 GS 0-0 Marseille Atlético de Madrid Club Atlético de Madrid - Agüero 4, Raúl García 01/10/2008 GS 2-1 Madrid Olympique de Marseille 22; Niang 16 UEFA Intertoto Cup Date Stage Match Result Venue Goalscorers Ribéry 5, Méïté 65, Olympique de Marseille - RC 5-1 Mendoza 74, Niang 23/08/2005 F Marseille Deportivo La Coruña agg: 5-3 88, Oruma 90+3; Jorge Andrade 9 RC Deportivo La Coruña - Rubén Castro 68, 09/08/2005 F 2-0 La Coruna Olympique de Marseille Carril 87 UEFA Cup Date Stage Match Result Venue Goalscorers -
Page Number: 1/22 May 22, 2017 at 01:45 PM
Database: choppers_choppersdomain, Table: players Name Name Team Team PositionPosition PointsPoints Thibaut Courtois Chelsea Goalkeeper 111 Hugo Lloris Tottenham Hotspur Goalkeeper 107 David de Gea Man Utd Goalkeeper 102 Fraser Forster Southampton Goalkeeper 91 Petr ÄŒech Arsenal Goalkeeper 88 Tom Heaton Burnley Goalkeeper 76 Ben Foster W.B.A. Goalkeeper 73 Simon Mignolet Liverpool Goalkeeper 72 VÃctor Valdés Middlesbrough Goalkeeper 63 Artur Boruc Bournemouth Goalkeeper 58 Heurelho Gomes Watford Goalkeeper 58 Joel Robles Everton Goalkeeper 57 Kasper Schmeichel Leicester City Goalkeeper 57 Lukasz FabiaÅ„ski Swansea City Goalkeeper 57 Wayne Hennessey Crystal Palace Goalkeeper 54 Claudio Bravo Man City Goalkeeper 49 Willy Caballero Man City Goalkeeper 49 Jordan Pickford Sunderland Goalkeeper 45 Eldin Jakupović Hull City Goalkeeper 40 Maarten Stekelenburg Everton Goalkeeper 35 Adrián West Ham United Goalkeeper 34 Darren Randolph West Ham United Goalkeeper 34 Lee Grant Stoke City Goalkeeper 28 Loris Karius Liverpool Goalkeeper 24 Brad Guzan Middlesbrough Goalkeeper 19 Michel Vorm Tottenham Hotspur Goalkeeper 16 Ron-Robert Zieler Leicester City Goalkeeper 12 Vito Mannone Page number:Sunderland 1/22 MayGoalkeeper 22, 2017 at 01:45 PM12 Database: choppers_choppersdomain, Table: players Name Name Team Team PositionPosition PointsPoints Jack Butland Stoke City Goalkeeper 11 Sergio Romero Man Utd Goalkeeper 10 Steve Mandanda Crystal Palace Goalkeeper 10 Adam Federici Bournemouth Goalkeeper 4 David Marshall Hull City Goalkeeper 3 Paul Robinson Burnley Goalkeeper 2 Kristoffer Nordfeldt Swansea City Goalkeeper 2 David Ospina Arsenal Goalkeeper 1 Asmir Begovic Chelsea Goalkeeper 1 Wojciech SzczÄ™sny Arsenal Goalkeeper 0 Alex McCarthy Southampton Goalkeeper 0 Allan McGregor Hull City Goalkeeper 0 Danny Ward Liverpool Goalkeeper 0 Joe Hart Man City Goalkeeper 0 Dimitrios Konstantopoulos Middlesbrough Goalkeeper 0 Paulo Gazzaniga Southampton Goalkeeper 0 Jakob Haugaard Stoke City Goalkeeper 0 Boaz Myhill W.B.A. -
FC Basel Competition
1 October 2014 October 1 Date: 1 October 2014 Times Telegraph Echo Opposition: FC Basel Guardian Mirror BBC Independent Mail Baseler Zeitung Competition: Champions League Streller punishes lethargic Liverpool Streller reheats Liverpool's Basel hoodoo Basle 1 Daniel Sturridge's importance to England irrespective of fitness will be revealed Streller 52 when Roy Hodgson announces his latest squad today. His value Liverpool 0 to Liverpool continues to rise in absentia with Brendan Rodgers' faltering team Liverpool's transformation from being a team that few knew how to stop to one suffering a fresh setback with defeat in the Champions League to Basel. that no longer seems to know itself continued in Switzerland last night when they Twelve years ago the Swiss champions signalled the end for Liverpool in the lost limply to Basle. The recovery that Brendan Rodgers maintains is only a matter Champions League and, while it would be indecently premature to predict a of time is yet to materialise and on this evidence it remains some way off. repeat, Marco Streller's second-half goal could prove costly should Real Madrid Predictably, a set piece proved to be their undoing as Basle became the latest seize control of Group B and leave these two clubs competing for second place. beneficiaries of a weakness that is yet to be corrected. The sight of Marco Streller Not for the first time this season, a lack of purpose in attack and an aversion to taking advantage of another bout of defensive ineptitude will have concerned defending set pieces were at the root of a Liverpool defeat. -
2019 Panini Prizm Soccer Checklist
19/20 Panini Prizm English Premier League Soccer Checklist 20 Teams with Cards; 15 with Autographs Player Set Card # Team Lewis Cook Auto - Signatures 21 AFC Bournemouth Adam Smith Base 138 AFC Bournemouth Artur Boruc Base 136 AFC Bournemouth Callum Wilson Base 147 AFC Bournemouth Dan Gosling Base 144 AFC Bournemouth David Brooks Base 141 AFC Bournemouth Diego Rico Base 140 AFC Bournemouth Dominic Solanke Base 149 AFC Bournemouth Jefferson Lerma Base 142 AFC Bournemouth Jordon Ibe Base 145 AFC Bournemouth Joshua King Base 148 AFC Bournemouth Lewis Cook Base 146 AFC Bournemouth Nathan Ake Base 139 AFC Bournemouth Ryan Fraser Base 143 AFC Bournemouth Steve Cook Base 137 AFC Bournemouth Callum Wilson Insert - Color Blast 25 AFC Bournemouth Callum Wilson Insert - Kaboom 1 AFC Bournemouth David Brooks Insert - Emergent 17 AFC Bournemouth Joshua King Insert - Scorers Club 3 AFC Bournemouth Nathan Ake Insert - Fireworks 7 AFC Bournemouth Ryan Fraser Insert - Color Blast 23 AFC Bournemouth Steve Cook Insert - Brilliance 27 AFC Bournemouth Steve Cook Insert - Fundamentals 1 AFC Bournemouth Team Logos Insert - Team Logos 11 AFC Bournemouth Vitality Stadium Insert - Stadiums 16 AFC Bournemouth Groupbreakchecklists.com 2019 Prizm Soccer Checklist Diego Rico Base 140 AFC Bournemouth David Seaman Auto - Flashback 5 Arsenal Dennis Bergkamp Auto - Club Legends Signatures 3 Arsenal Dennis Bergkamp Auto - Dual Player Signatures 3 Arsenal Freddie Ljungberg Auto - Club Legends Signatures 6 Arsenal Robert Pires Auto - Flashback 9 Arsenal Robin van Persie -
Home Home Away Away -- Giresunspor +0.5 1.72 1.73 2.85 Home 18 Foggia 0/+0.5 1.81 1.78 2.67 Home 1 Istanbul Basaksehir -0.5 1.98
26 / 12 / 2017 17:00 Home Asian Handicap Over/Under Home Asian Handicap Over/Under Kick-off Kick-off Matches Standing Win/Draw/Win Matches Standing Win/Draw/Win time Over/ time Over/ Handicap Odds Total Handicap Odds Total Away Under Away Under -- Giresunspor +0.5 1.72 Over2.5 1.73 2.85 Home 18 Foggia 0/+0.5 1.81 Over2.5/3 1.78 2.67 Home 27 / 12 29 / 12 TURC 1 Istanbul Basaksehir -0.5 1.98 Under2.5 1.87 1.93 Away ITA2 2 Frosinone 0/-0.5 1.89 Under2.5/3 1.82 2.07 Away 20:00 03:30 7008 3.22 Draw 9008 3.13 Draw 5 Kayserispor -0.5 1.85 Over2.5 1.77 1.78 Home 1 Palermo -0.5/-1 1.91 Over2/2.5 1.68 1.63 Home 27 / 12 29 / 12 TURC 15 Antalyaspor +0.5 1.85 Under2.5 1.83 3.27 Away ITA2 11 Salernitana +0.5/+1 1.79 Under2/2.5 1.92 4 Away 21:30 03:30 7009 3.22 Draw 9009 3.21 Draw 16 Konyaspor 0 1.86 Over2.5 1.83 2.33 Home 13 Perugia 0 1.73 Over2.5 1.86 2.23 Home 27 / 12 29 / 12 TURC 7 Trabzonspor 0 1.84 Under2.5 1.77 2.3 Away ITA2 5 Empoli 0 1.97 Under2.5 1.74 2.57 Away 23:30 03:30 7010 3.18 Draw 9010 2.93 Draw 12 Oostende 0 2.02 Over2.5 1.87 2.68 Home 12 Pescara 0/-0.5 1.76 Over2.5/3 1.8 1.92 Home 28 / 12 29 / 12 BEL1 10 Genk 0 1.78 Under2.5 1.83 2.33 Away ITA2 8 Venezia 0/+0.5 1.94 Under2.5/3 1.8 2.9 Away 01:00 03:30 8002 3.28 Draw 9011 3.22 Draw 3 Fenerbahce -1.5/-2 1.74 Over3/3.5 1.88 1.11 Home 21 Pro Vercelli 0/+0.5 1.74 Over2/2.5 1.8 2.75 Home 28 / 12 29 / 12 TURC -- Istanbulspor +1.5/+2 1.96 Under3/3.5 1.72 9.8 Away ITA2 7 Cittadella 0/-0.5 1.96 Under2/2.5 1.8 2.13 Away 01:30 03:30 8011 5.6 Draw 9012 2.88 Draw 4 Parma -0.5 1.76 Over2 1.76 1.68 -
Uefa Europa League
UEFA EUROPA LEAGUE - 2015/16 SEASON MATCH PRESS KITS (First leg: 1-0) Estadio de San Mamés - Bilbao Thursday 25 February 2016 Athletic Club 19.00CET (19.00 local time) Olympique de Marseille Round of 32, Second leg Last updated 02/05/2016 11:47CET Previous meetings 2 Match background 4 Team facts 5 Squad list 7 Fixtures and results 10 Match-by-match lineups 14 Match officials 17 Legend 18 1 Athletic Club - Olympique de Marseille Thursday 25 February 2016 - 19.00CET (19.00 local time) Match press kit Estadio de San Mamés, Bilbao Previous meetings Head to Head UEFA Europa League Date Stage Match Result Venue Goalscorers Olympique de Marseille - Athletic 18/02/2016 R32 0-1 Marseille Aritz Aduriz 54 Club Home Away Final Total Pld W D L Pld W D L Pld W D L Pld W D L GF GA Athletic Club 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 1 0 Olympique de Marseille 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 1 Athletic Club - Record versus clubs from opponents' country UEFA Europa League Date Stage Match Result Venue Goalscorers Ander Herrera 48, Athletic Club - Olympique Aritz Aduriz 55 (P); 08/11/2012 GS 2-3 Bilbao Lyonnais Gomis 22, Gourcuff 45+1, Lacazette 63 Olympique Lyonnais - Athletic Lisandro 54, Briand 25/10/2012 GS 2-1 Lyon Club 86; Ibai Gómez 79 UEFA Europa League Date Stage Match Result Venue Goalscorers Pastore 21, Bodmer 41, Iñigo Pérez 85 Paris Saint-Germain - Athletic 14/12/2011 GS 4-2 Paris (og), Hoarau 90 (P); Club Aurtenetxe 3, David López 55 Athletic Club - Paris Saint- Gabilondo 20, 29/09/2011 GS 2-0 Bilbao Germain Susaeta 45 European Champions Clubs' Cup Date Stage Match Result Venue Goalscorers Athletic Club - FC Girondins de 0-0 03/10/1984 R1 Bilbao Bordeaux agg: 2-3 D. -
Análise Dinâmica De Redes Em Futebol: Contributo Para a Determinação Da Influência Individual No Desempenho Coletivo
UNIVERSIDADE TÉCNICA DE LISBOA FACULDADE DE MOTRICIDADE HUMANA Análise dinâmica de redes em futebol: Contributo para a determinação da influência individual no desempenho coletivo Dissertação apresentada com vista à obtenção do Grau de Mestre em Treino de Alto Rendimento Orientador: Professor Doutor Ricardo Filipe Lima Duarte Coorientador: Professor Doutor Fernando Paulo de Oliveira Gomes Júri Presidente Professor Doutor Pedro José Madaleno Passos Vogais Professor Doutor Fernando Paulo de Oliveira Gomes Professor Doutor Ricardo Filipe Lima Duarte Professor Doutor Luís Pedro Camelo Vilar Vitor José Jorge Pereira Julho 2015 Declaração de Reprodução da Dissertação Nome: Vitor José Jorge Pereira Endereço eletrónico. [email protected] Telefone: 265497314 Número do Cartão de Cidadão: 10122046 4zz2 Título: Análise dinâmica de redes em futebol: Contributo para a determinação da influência individual no desempenho coletivo. Orientador: Ricardo Filipe Lima Duarte Co-Orientador: Fernando Paulo de Oliveira Gomes Ano de conclusão: 2015 Mestrado: Treino de Alto Rendimento É autorizada a reprodução integral desta tese/trabalho apenas para efeitos de investigação, mediante declaração escrita do interessado, que a tal se compromete. Faculdade de Motricidade Humana – Universidade de Lisboa Cruz Quebrada, 26/ 06 / 2015 Assinatura______________________________________________________________ Agradecimentos À semelhança da performance individual dos jogadores de futebol, também o desenvolvimento deste trabalho teve momentos altos e baixos. Olhando para trás, percebo agora um pouco melhor que todos foram importantes, pois se os primeiros serviram de incentivo para prosseguir em frente, os segundos constituíram pontos de mudança numa rota que não se antevia certa. Felizmente, neste percurso tive o privilégio de contar com o permanente apoio de algumas pessoas, às quais gostaria de expressar o meu sincero reconhecimento e agradecimento: Ao Professor Doutor Ricardo Duarte, pela visão, rigor e disponibilidade permanente ao longo da realização do trabalho.