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Implicitly Defined Baseball Statistics
Implicitly Defined Baseball Statistics December 9, 2012 Joe Scott 1 Introduction Major League Baseball uses statistics to determine awards every season. The batting champion is given to the player with the highest batting average. The Cy Young Award is given to the top pitcher which is determined by many different statistics including earned run average (ERA). Batting average and ERA have been used for many years and are major statistics in baseball. Neither batting average or ERA consider the skill of the opposing pitcher or batter. Thus, every pitcher and batter is considered to have the same skill level. We develop an implicitly definded statistic that determines the skill or value of a player. The value of a batter and the value of a pitcher is based on the skill of the oppposing pitcher and batter respectively. We use linear algebra to find eigenvector solutions to the eigenvalue problem, Aλ = λx, which generates each player's statistical value. 2 Idea Consider a baseball league in which there are Nb players who bat, represented by bi for 1 ≤ i ≤ Nb. We represent the number of pitchers in the league as pj, 1 ≤ j ≤ Np where Np is the number of pitchers. Nb is defined as the number players who record an at bat during a specific season and Np is the number of players who record a pitching appearance during a season. The total number of players in the league, Ntp, is represented by the inequality Ntb ≤ Nb + Np. This inequality considers players who both hit and pitch. Since in the National League pitchers hit as well as pitch we need to add the pitchers to the total number of batters and in interleague play (which is when American League teams face National League teams in the regular season) American League pitchers bat when the National League team is home. -
2010 Topps Baseball Set Checklist
2010 TOPPS BASEBALL SET CHECKLIST 1 Prince Fielder 2 Buster Posey RC 3 Derrek Lee 4 Hanley Ramirez / Pablo Sandoval / Albert Pujols LL 5 Texas Rangers TC 6 Chicago White Sox FH 7 Mickey Mantle 8 Joe Mauer / Ichiro / Derek Jeter LL 9 Tim Lincecum NL CY 10 Clayton Kershaw 11 Orlando Cabrera 12 Doug Davis 13 Melvin Mora 14 Ted Lilly 15 Bobby Abreu 16 Johnny Cueto 17 Dexter Fowler 18 Tim Stauffer 19 Felipe Lopez 20 Tommy Hanson 21 Cristian Guzman 22 Anthony Swarzak 23 Shane Victorino 24 John Maine 25 Adam Jones 26 Zach Duke 27 Lance Berkman / Mike Hampton CC 28 Jonathan Sanchez 29 Aubrey Huff 30 Victor Martinez 31 Jason Grilli 32 Cincinnati Reds TC 33 Adam Moore RC 34 Michael Dunn RC 35 Rick Porcello 36 Tobi Stoner RC 37 Garret Anderson 38 Houston Astros TC 39 Jeff Baker 40 Josh Johnson 41 Los Angeles Dodgers FH 42 Prince Fielder / Ryan Howard / Albert Pujols LL Compliments of BaseballCardBinders.com© 2019 1 43 Marco Scutaro 44 Howie Kendrick 45 David Hernandez 46 Chad Tracy 47 Brad Penny 48 Joey Votto 49 Jorge De La Rosa 50 Zack Greinke 51 Eric Young Jr 52 Billy Butler 53 Craig Counsell 54 John Lackey 55 Manny Ramirez 56 Andy Pettitte 57 CC Sabathia 58 Kyle Blanks 59 Kevin Gregg 60 David Wright 61 Skip Schumaker 62 Kevin Millwood 63 Josh Bard 64 Drew Stubbs RC 65 Nick Swisher 66 Kyle Phillips RC 67 Matt LaPorta 68 Brandon Inge 69 Kansas City Royals TC 70 Cole Hamels 71 Mike Hampton 72 Milwaukee Brewers FH 73 Adam Wainwright / Chris Carpenter / Jorge De La Ro LL 74 Casey Blake 75 Adrian Gonzalez 76 Joe Saunders 77 Kenshin Kawakami 78 Cesar Izturis 79 Francisco Cordero 80 Tim Lincecum 81 Ryan Theroit 82 Jason Marquis 83 Mark Teahen 84 Nate Robertson 85 Ken Griffey, Jr. -
Official Game Information
Official Game Information Yankee Stadium • One East 161st Street • Bronx, NY 10451 Phone: (718) 579-4460 • E-mail: [email protected] • Twitter: @yankeespr & @losyankeespr World Series Champions: 1923, ’27-28, ’32, ’36-39, ’41, ’43, ’47, ’49-53, ’56, ’58, ’61-62, ’77-78, ’96, ’98-2000, ’09 YANKEES BY THE NUMBERS NOTE 2014 (2013) New York Yankees (58-53) vs. DETROIT TIGERS (61-48) Standing in AL East: ..............3rd, -5.0 Current Streak: .....................Won 3 RHP Hiroki Kuroda (7-7, 3.98) vs. LHP David Price (11-8, 3.11 w/ TB) Home Record: .............26-26 (46-35) Road Record:. 32-27 (44-37) Tuesday, August 5, 2014 • Yankee Stadium • 7:05 P.M. ET Day Record: ................22-14 (32-24) Night Record: ..............36-39 (53-53) Game #112 • Home Game #53 • TV: YES/MLBN • Radio: WFAN 660AM/101.9FM Pre-All-Star .................47-47 (51-44) Post-All-Star ..................11-6 (34-33) AT A GLANCE: Tonight the Yankees play the second game of 30 FOR 30: Should RHP Hiroki Kuroda earn a win tonight vs. AL East: ................. 21-23 (37-39) vs. AL Central: ............... 10-9 (22-11) a four-game series vs. Detroit… is also the second game of a over Detroit, he will become the 14th pitcher in MLB history to vs. AL West: ................ 14-14 (17-16) seven-game homestand (are 1-0 thus far) that includes three have earned a win over all 30 current teams in the Majors… the vs. National League: ..........13-7 (9-11) games vs. Cleveland from Friday-Sunday… on Sunday, the 13 who have accomplished the feat are Al Leiter, Kevin Brown, vs. -
2016 Season Review - Table of Contents
SEASON REVIEW 2016 Seattle Mariners Statistics GI PINCH HIT PLAYER AVG G AB R H TB 2B 3B HR RBI SH SF HP BB IBB SO SB CS DP E SLG OBP AB H HR RBI Aoki,N .283 118 417 63 118 162 24 4 4 28 5 1 9 34 0 45 7 9 9 1 .388 .349 11 5 0 0 Cano,R .298 161 655 107 195 349 33 2 39 103 0 5 8 47 8 100 0 1 18 3 .533 .350 0 0 0 0 Clevenger,S .221 22 68 7 15 21 3 0 1 7 0 0 0 8 0 14 0 0 3 2 .309 .303 2 0 0 0 Cruz,N .287 155 589 96 169 327 27 1 43 105 0 7 9 62 5 159 2 0 15 1 .555 .360 0 0 0 0 +Freeman,M .385 13 13 1 5 6 1 0 0 1 0 0 0 0 0 2 0 0 1 0 .462 .385 3 1 0 0 #+Gamel,B .188 33 48 9 9 14 2 0 1 5 3 0 0 6 0 16 0 0 1 0 .292 .278 2 0 0 0 SEA .200 27 40 8 8 13 2 0 1 5 2 0 0 5 0 15 0 0 0 0 .325 .289 2 0 0 0 Gutierrez,F .246 98 248 33 61 112 9 0 14 39 0 3 3 29 0 85 1 0 6 0 .452 .329 30 6 0 4 +Heredia,G .250 45 92 12 23 29 3 0 1 12 1 0 2 12 0 15 1 1 1 1 .315 .349 4 1 0 0 Hernandez,F .000 25 6 0 0 0 0 0 0 0 2 0 0 0 0 3 0 0 0 2 .000 .000 0 0 0 0 Iannetta,C .210 94 295 23 62 97 14 0 7 24 1 2 2 38 0 83 0 0 4 5 .329 .303 0 0 0 0 Iwakuma,H .000 33 2 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 .000 .000 0 0 0 0 Karns,N .000 22 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 .000 .000 0 0 0 0 +Lee,D .253 104 292 33 74 125 9 0 14 49 0 0 5 20 2 74 0 0 8 2 .428 .312 23 7 2 7 Lind,A .239 126 401 48 96 173 17 0 20 58 0 2 1 26 3 89 0 1 14 5 .431 .286 21 3 1 3 Marte,K .259 119 437 55 113 141 21 2 1 33 3 6 2 18 0 84 11 5 10 21 .323 .287 1 0 0 0 RIGHT .217 143 31 41 8 1 0 12 0 3 1 4 0 34 5 .287 .238 1 0 0 0 LEFT .279 294 82 100 13 1 1 21 3 3 1 14 0 50 5 .340 .311 0 0 0 0 Martin,L .247 143 518 72 128 -
Measuring Pitchers' Performance Using Data Envelopment Analysis
Contemporary Management Research Pages 351-384, Vol. 11, No. 4, December 2015 doi:10.7903/cmr.14157 Measuring Pitchers’ Performance Using Data Envelopment Analysis with Advanced Statistics Shihteng Chiu Stella Maris Primary School, Taiwan E-Mail: [email protected] Chiahuei Hsiao National Taipei University E-Mail: [email protected] Huichin Wu National Taipei University E-Mail: [email protected] ABSTRACT This paper evaluates starting pitchers’ pitching performance during the 2008 to 2014 Major League Baseball (MLB) seasons. We use data envelopment analysis (DEA) based on two inputs (i.e., innings pitched [IPs] and per pitched innings) and three outputs (fielding independent pitching, earned run average [ERA], and skill-interactive ERA) to evaluate the performance of the 30 MLB teams’ starting pitchers with IPs greater than 200 in each single season (2008 to 2014, regular season only). We used the CCR models to calculate the overall efficiency, scale efficiency, technical efficiency, efficiency value, and the slack analysis to measure a pitcher’s performance in each single season. The results showed that 4, 3, 4, 3, 5, 3, and 5 pitches reached overall efficiency each year, from 2008 to 2014 (regular season). By analyzing the results and computing performance indexes and benchmarks for each starting pitcher, we determine the true value of each player to help baseball teams select highly indexed players and maximize player efficiency. Keywords: Advanced Statistics, Pitchers, Data Envelopment Analysis, Innings Pitched, Earned Run Average Contemporary Management Research 352 INTRODUCTION Competitive sports interest a large number of people who watch them because of their uncertainty and unpredictability. -
Chapter 11 LOS ANGELES DODGERS LLC, Et
IN THE UNITED STATES BANKRUPTCY COURT FOR THE DISTRICT OF DELAWARE In re: Chapter 11 LOS ANGELES DODGERS LLC, et al.,1 Case No. 11-12010 (KG) Jointly Administered Debtors. GLOBAL NOTES AND STATEMENT OF LIMITATIONS, METHODOLOGY AND DISCLAIMERS REGARDING THE DEBTORS’ SCHEDULES OF ASSETS AND LIABILITIES AND STATEMENTS OF FINANCIAL AFFAIRS On June 27, 2011 (the “Commencement Date”), each of the above-captioned debtors and debtors in possession (collectively, the “Debtors”) commenced a voluntary case under chapter 11 of title 11 of the United States Code (the “Bankruptcy Code”). The Debtors continue to operate their businesses and manage their properties as debtors and debtors in possession, pursuant to sections 1107(a) and 1108 of the Bankruptcy Code. The Debtors’ cases have been consolidated for procedural purposes only and are being jointly administered under case number 11-12010 (KG). The Schedules of Assets and Liabilities and Statements of Financial Affairs (the “Schedules and SOFAs”) filed by the Debtors in the United States Bankruptcy Court for the District of Delaware (the “Bankruptcy Court”) were prepared pursuant to section 521 of the Bankruptcy Code and Rule 1007 of the Federal Rules of Bankruptcy Procedure (the “Bankruptcy Rules”) by management of the Debtors with unaudited information available as near as possible to the Commencement Date. The Schedules and SOFAs do not purport to represent financial statements prepared in accordance with generally accepted accounting principles in the United States (“GAAP”) and they are not intended to be fully reconciled to the Debtors’ financial statements. The Schedules and SOFAs have been signed by an authorized representative of each of the Debtors. -
Official Game Information
Official Game Information Yankee Stadium • One East 161st Street • Bronx, NY 10451 Phone: (718) 579-4460 • [email protected] • Twitter: @yankeespr & @losyankeespr World Series Champions: 1923, ’27-28, ’32, ’36-39, ’41, ’43, ’47, ’49-53, ’56, ’58, ’61-62, ’77-78, ’96, ’98-2000, ’09 YANKEES BY THE NUMBERS NOTE 2013 (2012) NEW YORK YANKEES (11-8) at TAMPA BAY RAYS (9-11) Current Standing in AL East: . 3rd, -1 .5 LHP Andy Pettitte (3-0, 2.01) vs. RHP Alex Cobb (2-1, 2.53) Current Streak: . Won 1 Current Road Trip: . .3-2 Wednesday, April 24 • 7:10 p.m. • Tropicana Field • TV / Radio: YES / WCBS Recent Homestand: . 4-2 Last Five Games: . 3-2 Game #20 / Road Game #11 Last 10 Games: . 6-4 Home Record: . 5-4 (51-30) AT A GLANCE: Tonight, the Yankees will play the final game of a three-game series at Tampa Bay… is the sixth and final Road Record: . 6-4 (44-37) game of a six-game road trip which began with a three game series at Toronto (went 2-1)… following tonight’s game, will Day Record: . 3-5 (32-20) Night Record: . 8-3 (63-47) return home for a 10-game homestand vs . Toronto (4/25-28), Houston (4/29-5/1) and Oakland (5/3-5) . vs . AL East: . 6-5 (41-31) Are 10-4 since 4/7 after starting the year with a 1-4 record . vs . AL Central: . 3-2 (21-16) vs . AL West: . 0-0 (20-15) YESTERDAY’S NEWS: The Yankees came back for a 4-3 win at Tampa Bay… trailed 2-1 entering the eighth inning… tied it vs . -
Official Game Information
Official Game Information Yankee Stadium • One East 161st Street • Bronx, NY 10451 Phone: (718) 579-4460 • E-mail: [email protected] • Twitter: @yankeespr & @losyankeespr World Series Champions: 1923, ’27-28, ’32, ’36-39, ’41, ’43, ’47, ’49-53, ’56, ’58, ’61-62, ’77-78, ’96, ’98-2000, ’09 YANKEES BY THE NUMBERS NOTE 2014 (2013) NEW YORK YANKEES (61-55) vs. CLEVELAND INDIANS (58-59) Standing in AL East: ............T2nd, -6.0 Current Streak: .....................Lost 1 RHP Hiroki Kuroda (7-7, 3.97) vs. RHP Carlos Carrasco (3-4, 3.88) Home Record: .............29-28 (46-35) Road Record:. 32-27 (44-37) Sunday, August 10, 2014 • Yankee Stadium • 1:05 P.M. ET Day Record: ................23-15 (32-24) Night Record: ..............38-40 (53-53) Game #117 • Home Game #58 • TV: YES • Radio: WFAN 660AM/101.9FM Pre-All-Star .................47-47 (51-44) Post-All-Star ..................14-8 (34-33) AT A GLANCE: Today the Yankees play the third game of a JETER METER: With his single in Saturday’s loss vs. Cleveland, SS vs. AL East: ................. 21-23 (37-39) vs. AL Central: .............. 13-11 (22-11) three-game series vs. Cleveland… is also the final game of a Derek Jeter surpassed Hall of Famer Honus Wagner (3,430) for vs. AL West: ................ 14-14 (17-16) seven-game homestand (are 4-2 thus far) after going 3-1 vs. sole possession of sixth place on MLB’s all-time list. vs. National League: ..........13-7 (9-11) Detroit from Monday-Thursday and 1-1 vs. Cleveland… went 3-3 Over his last 50G since 6/10, is hitting .299 (61-for-204) with vs. -
2009 Oakland A's Season in Review
oakland athletics ANDREW BAILEY, RHP KURT SUZUKI, C 26 saves, 1.84 ERA .274, 37 doubles, 15 HR, 88 RBI 2009 All-Star Led AL catchers in games, AL Rookie of the Month (Aug.) doubles & RBI RAJAI DAVIS, OF BRETT ANDERSON, LHP .305, 27 doubles, 41 SB 11-11, 4.06 ERA .325 with ML-leading 30 SB Led ML rookies with 150 strikeouts after All-Star Break AL Rookie of the Month (Sept.) 2009 postseason guide 2009 A’s PostseASON GUIDE Table of Contents 2009 Oakland A’s Coaching Staff Day-By-Day Results .............................102 Bob Geren .................................................2 Wild Card Day-By-Day ........................105 Mike Gallego ............................................3 Chronology ...........................................106 Ron Romanick ..........................................3 Club Statistics .......................................128 Jim Skaalen ...............................................4 Miscellaneous Stats ...............................128 Todd Steverson ..........................................4 Highs and Lows ....................................129 Tye Waller .................................................5 At A Glance ...........................................130 Curt Young ................................................6 Designated Hitting Statistics .................130 2009 Oakland A’s Players Pinch Hitting Statistics ..........................130 Brett Anderson ..........................................7 Batting With RISP .................................131 Andrew Bailey ..........................................9 -
Spring Training Game Notes Saturday, March 29, 2014
SPRING TRAINING GAME NOTES SATURDAY, MARCH 29, 2014 TODAY’S GAME: NEW YORK YANKEES (17-12-2) vs. MIAMI MARLINS (18-12-2) YANKEES ROSTER 1:05 P.M. – STEINBRENNER FIELD – TAMPA, FL – TV/RADIO: YES/WFAN 2 Derek Jeter ...................INF RHP IVAN NOVA (2-1, 3.66) vs. RHP TOM KOEHLER (1-1, 1.50) 11 Brett Gardner ................OF 12 Alfonso Soriano ..............OF YANKEE DOODLES: Today the New York Yankees will play their final spring training game, a 1:05 p.m. contest vs. the 14 Brian Roberts. .INF Miami Marlins at George M. Steinbrenner Field in Tampa… are scheduled for 33 total spring games, including 32 against 17 Brendan Ryan ................INF Major League opposition (defeated Florida State, 8-3, in their first game of the spring on 2/25)… are slated for 17 home 18 Hiroki Kuroda ...............RHP games, including 16 vs. Major League teams… will play six night games, including five at home (3/4 vs. Baltimore, 3/7 19 Masahiro Tanaka ............RHP vs. Detroit, 3/21 vs. Pittsburgh, 3/25 vs. Philadelphia and 3/28 vs. Miami) and one on the road (3/20 at Boston)… marks 22 Jacoby Ellsbury ...............OF the Yankees’ 19th consecutive season at Steinbrenner Field (1996-2014), formerly Legends Field, and the 112th season 25 Mark Teixeira .................INF in franchise history. 26 Eduardo Nunez ...............INF 27 Shawn Kelley ................RHP Most Seasons as a Yankees Player 28 Joe Girardi ........... MANAGER YESTERDAY’S NEWS: The Yankees shut out the Marlins, 3-0, at Steinbrenner Field… Player Seasons the Yankees did not record a hit until the eighth inning when 3B Kelly Johnson 29 Francisco Cervelli. -
Official Game Information
Official Game Information Yankee Stadium • One East 161st Street • Bronx, NY 10451 Phone: (718) 579-4460 • E-mail: [email protected] • Twitter: @yankeespr & @losyankeespr World Series Champions: 1923, ’27-28, ’32, ’36-39, ’41, ’43, ’47, ’49-53, ’56, ’58, ’61-62, ’77-78, ’96, ’98-2000, ’09 YANKEES BY THE NUMBERS NOTE 2014 (2013) NEW YORK YANKEES (0-1) at HOUSTON ASTROS (1-0) Standing in AL East: ............ T4th, -1.0 Current Streak: .................... Lost 1 RHP Hiroki Kuroda (11-13, 3.31 in 2013) vs. RHP Jarred Cosart (1-1, 1.95 in 2013) Home Record: ................0-0 (46-35) Road Record:. 0-1 (44-37) Wednesday, April 2 • Minute Maid Park • 8:10 P.M. ET Day Record: ...................0-0 (32-24) Night Record: .................0-1 (53-53) Game #2 • Road Game #2 • TV: YES • Radio: WFAN 660AM/101.9FM Pre-All-Star ....................0-1 (51-44) Post-All-Star ...................0-0 (34-33) vs. AL East: ................... 0-0 (37-39) vs. AL Central: ................ 0-0 (22-11) FOR OPENERS: The Yankees will play their second game of the CURTAIN CALL: With his start in Tuesday’s vs. AL West: .................. 0-1 (17-16) season tonight at Houston after opening the 112th season in Opening Day loss at Houston, SS Derek Jeter vs. National League: ...........0-0 (9-11) vs. RH starters: ............... 0-1 (53-54) franchise history with a 6-2 loss on Tuesday to the Astros… is began his 20th and final season as a Yankee, vs. LH starters: ................ 0-0 (32-23) the second game of a six-game road trip that also includes breaking a tie with Mariano Rivera (19 seasons), Yankees Score First: ...........0-0 (53-21) three games at Toronto (4/4-6)… following this road trip, return to become the longest tenured player in Opp. -
NEW YORK YANKEES (75-52) at OAKLAND ATHLETICS (70-58) Overall
OFFICIAL GAME INFORMATION YANKEE STADIUM • ONE EAST 161ST STREET • BRONX, NY 10451 PHONE: (718) 579-4460 • E-MAIL: [email protected] • SOCIAL MEDIA: @YankeesPR & @LosYankeesPR WORLD SERIES CHAMPIONS: 1923, ’27-28, ’32, ’36-39, ’41, ’43, ’47, ’49-53, ’56, ’58, ’61-62, ’77-78, ’96, ’98-2000, ’09 YANKEES BY THE NUMBERS NOTE 2021 (2020) NEW YORK YANKEES (75-52) at OAKLAND ATHLETICS (70-58) Overall ....................75-52 (33-27) RHP Gerrit Cole (12-6, 2.92) vs. LHP Sean Manaea (8-8, 3.77) Stndg. in AL East: ....2nd, -4.0 (2nd, -7.0) Current Road Trip ................... 3-0 Friday, August 27, 2021 • Oakland Coliseum • 9:40 p.m. ET / 6:40 p.m. PT Recent Homestand ................. 7-0 Home Record: ..............39-25 (22-9) Game #128 • Road Game #64 • TV: YES • Radio: WFAN 660AM/101.9FM (English), WADO 1280AM (Spanish) Road Record: ..............36-27 (11-18) Day Record: ..................19-25 (8-7) Night Record: .............56-27 (25-20) AT A GLANCE: The Yankees continue their nine-game, 10- WINNING WAYS: The Yankees have won a season-high vs. AL East: ................27-30 (23-17) day road trip with the second game of a four-game set at 12 straight games, their longest winning streak since vs. AL Central: ................20-8 (N/A) Oakland (1-0 thus far)…swept a two-game set at Atlanta a 13-game winning streak from 9/1-12/61…marks just vs. AL West: ...................17-8 (N/A) and will also play three games at Los Angeles-AL (8/30-9/1).