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Offensive and Defensive Plus–Minus Player Ratings for Soccer
applied sciences Article Offensive and Defensive Plus–Minus Player Ratings for Soccer Lars Magnus Hvattum Faculty of Logistics, Molde University College, 6410 Molde, Norway; [email protected] Received: 15 September 2020; Accepted: 16 October 2020; Published: 20 October 2020 Abstract: Rating systems play an important part in professional sports, for example, as a source of entertainment for fans, by influencing decisions regarding tournament seedings, by acting as qualification criteria, or as decision support for bookmakers and gamblers. Creating good ratings at a team level is challenging, but even more so is the task of creating ratings for individual players of a team. This paper considers a plus–minus rating for individual players in soccer, where a mathematical model is used to distribute credit for the performance of a team as a whole onto the individual players appearing for the team. The main aim of the work is to examine whether the individual ratings obtained can be split into offensive and defensive contributions, thereby addressing the lack of defensive metrics for soccer players. As a result, insights are gained into how elements such as the effect of player age, the effect of player dismissals, and the home field advantage can be broken down into offensive and defensive consequences. Keywords: association football; linear regression; regularization; ranking 1. Introduction Soccer has become a large global business, and significant amounts of capital are at stake when the competitions at the highest level are played. While soccer is a team sport, the attention of media and fans is often directed towards individual players. An understanding of the game therefore also involves an ability to dissect the contributions of individual players to the team as a whole. -
P19 Layout 1
TUESDAY, MAY 5, 2015 SPORTS FIFA to study Israel-Palestinians dispute on election day GENEVA: A move to consider suspend- for restrictions imposed by security forces international matches and meetings, and President Prince Ali bin al-Hussein of to the 2014 World Cup. They will also ing Israel from world football will be put which limit movement of players, oppos- block FIFA funding. The FIFA election is Jordan, Netherlands federation head elect replacement officials for FIFA judicial to FIFA’s 209 member federations just ing teams and equipment. the final main item of business on the Michael van Praag and Luis Figo, the for- bodies. After former United States federal before they elect their president this Earlier in the meeting in Zurich, Blatter annual congress agenda. Blatter is strong- mer Portugal, Barcelona and Real Madrid prosecutor Michael Garcia resigned in month. - who met several times in recent weeks ly favored to win and extend his 17-year playmaker. FIFA election rules allow each protest last December as head of FIFA FIFA published an agenda yesterday with Palestinian football leader Jibril presidential reign at the age of 79. In a candidate to “speak for 15 minutes to ethics investigations, his Swiss deputy for its election congress on May 29, Rajoub - is scheduled to update on his note to the agenda, Blatter wrote “there is present their program to the congress.” Cornel Borbely should formally be elect- including a late proposal by Palestinian mediation between the two federations. always much work to do in maintaining Other congress business includes approv- ed into a position he has held on an inter- football officials to suspend Israel. -
GULF TIMES Sandbetweenourtoes Takes Season-Opening Al Safliya
NBA | Page 6 CCRICKETRICKET | Page 10 Cavs march India call on as sluggish up Hardik To Advertise here Spurs are Pandya for Call: 444 11 300, 444 66 621 stunned England Tests Thursday, November 3, 2016 FOOTBALL Safar 3, 1438 AH Masterclass from GULF TIMES Man City exposes brittle Barcelona SPORT Page 3 QATAR STARS LEAGUE El Jaish survive Sailiya scare in 10-goal thriller The game started at an intense pace and with just ten minutes gone, both teams had found the back of the net thanks to some sloppy goalkeeping El Jaish celebrate their victory over Al Sailiya. SPOTLIGHT United manager Mourinho gets one-match touchline ban, fi ne AFP over two separate incidents yesterday. £50,000 in relation to media com- London The 53-year-old Portuguese re- ments he made prior to Manchester ceived the ban for being sent to the United’s game at Liverpool on 17 Octo- stands during the 0-0 draw with ber 2016,” read the FA statement. mbattled Manchester United Burnley last weekend and the fi ne for “An Independent Regulatory Com- manager Jose Mourinho will remarks he made ahead of the Premier mission heard that Mourinho accepted serve a one match touchline ban League game with Liverpool. He also the comments he made on 14 October and pay a £50,000 ($60,000, receives a mandatory £8,000 fi ne for 2016 constituted improper conduct but PICTURE: E55,000 euros) fi ne after being pun- being sent to the stands. denied they brought the game into dis- El Jaish goal machine Romarinho unleashes a powerful shot against Al Sailiya yesterday. -
21T1BL – Topps Tier One Bundesliga– Checklist Autograph Cards: TIER ONE AUTOGRAPHS TO-SB Sebastiaan Bornauw 1. FC Köln TO
21T1BL – Topps Tier One Bundesliga– Checklist Autograph cards: TIER ONE AUTOGRAPHS TO-SB Sebastiaan Bornauw 1. FC Köln TO-MT Marcus Thuram Borussia Mönchengladbach TO-JK Joshua Kimmich FC Bayern München TO-SS Suat Serdar FC Schalke 04 TO-KP Krzysztof Piątek Hertha Berlin TO-CN Christopher Nkunku RB Leipzig TO-MH Martin Hinteregger Eintracht Frankfurt BREAK OUT AUTOGRAPHS BO-IJ Ismail Jakobs 1. FC Köln BO-NK Noah Katterbach 1. FC Köln BO-JS Jeremiah St. Juste 1. FSV Mainz 05 BO-P Paulinho Bayer 04 Leverkusen BO-FW Florian Wirtz Bayer 04 Leverkusen BO-ET Edmond Tapsoba Bayer 04 Leverkusen BO-GR Giovanni Reyna Borussia Dortmund BO-EN Evan N'Dicka Eintracht Frankfurt BO-DS Djibril Sow Eintracht Frankfurt BO-FU Felix Uduokhai FC Augsburg BO-RO Reece Oxford FC Augsburg BO-AD Alphonso Davies FC Bayern München BO-PS Pascal Stenzel VfB Stuttgart BO-OM Orel Mangala VfB Stuttgart BO-MK Marc Oliver Kempf VfB Stuttgart BO-MG Mattéo Guendouzi Hertha Berlin BO-JT Jordan Torunarigha Hertha Berlin BO-NST Niklas Stark Hertha Berlin BO-JK Justin Kluivert RB Leipzig BO-DU Dayot Upamecano RB Leipzig BO-KL Konrad Laimer RB Leipzig BO-KS Keven Schlotterbeck Sport-Club Freiburg BO-CK Chang-hoon Kwon Sport-Club Freiburg BO-NS Nils Seufert DSC Arminia Bielefeld BO-SO Stefan Ortega Moreno DSC Arminia Bielefeld BO-MF Marco Friedl SV Werder Bremen BO-ME Maximilian Eggestein SV Werder Bremen BO-DG Dennis Geiger TSG Hoffenheim BO-DSA Diadie Samassékou TSG Hoffenheim BO-RK Robin Knoche 1. FC Union Berlin BO-NSC Nico Schlotterbeck 1. -
Previewing the Quarter-Final Draws of the 2016 UEFA Champions League UEFA
Previewing the Quarter-Final Draws of the 2016 UEFA Champions League UEFA. “The official result of the #UCLdraw.” Fair Use. UEFA Previewing the Quarter - Final Draws of the 2016 UEFA Champions League Since 1955, the UEFA Champions League has been the pre- UEFA. “Champions League mier international club soccer tournament in the world Logo.” Fair Use. UEFA (UEFA). The UEFA Champions League, known simply as the Champions League, is perhaps the most coveted compe- tition in all of world soccer, displaying only the best of the best from Europe’s top domestic leagues. Bragging rights are forged in the Champions League, as fans get to compare clubs who don’t normally get to play each other (Chelsea vs. PSG, Bayern Munich vs. Barcelona, etc.). To better grasp the magnitude of the annual competition, one can equate winning the Champions League to winning the Super Bowl in the United States; it is the culmination of each respective sport. Cristiano Ronaldo, one of the most accomplished soc- Deahr. “Ronaldo playing against cer players in world soccer today, holds high praise for the FC Schalke 04 in the Champions international competition, “The high point of my career League on 11 March 2015. Fair was winning the Champions League. No one will ever erase 1 Use. Wikipedia that from my memory.” (Ronaldo). PREVIEWING THE QUARTERFINAL DRAWS OF THE 2016 CHAMPIONS LEAGUE Overview of the UEFA Champions League Qualifying for the Champions League is a differ- 16 features two games in which the two ent process in each domestic league across matched up teams play a home & home series. -
1 AUGUST Goa 2012 PEARL of the ORIENT
AUGUST Goa 2012 PEARL OF THE ORIENT For updated information, please visit www.ibef.org 1 AUGUST Goa 2012 PEARL OF THE ORIENT Contents Goa – An Introduction Infrastructure Status Business Opportunities Doing Business in Goa State Acts & Policies For updated information, please visit www.ibef.org 2 AUGUST Goa 2012 PEARL OF THE ORIENT Goa Factfile → Goa’s administrative headquarters are located at Panaji (which is also the state capital) and Margao. The state has two districts: North Goa and South Goa. → The state has a tropical climate with a monsoon season, which lasts from June to September. Due to its long coastline, the weather is hot and humid for the rest of the year. Parameters Goa Capital Panaji Geographical area (sq km) 3,702 Administrative districts (No) 2 Population density (persons per sq 394 km)* Source: Maps of India Total population (million)* 1.45 Male population (million)* 0.74 → Goa is located in the Western region of India. The state shares border with the Arabian Sea to the West, Female population (million)* 0.71 Maharashtra to the North and Karnataka to the South Sex ratio (females per 1,000 males)* 968 and the East. Literacy rate (%)* 87.4 → Languages spoken are Konkani, Marathi, Portuguese, Sources: Government of Goa Website: www.goa.gov.in, Hindi and English. *Provisional Data – Census 2011 For updated information, please visit www.ibef.org GOA – AN INTRODUCTION 3 AUGUST Goa 2012 PEARL OF THE ORIENT Goa in Figures … (1/2) Parameter Goa All-States Source Economy GSDP as a percentage of all states’ GSDP 0.5 100 -
Topps - UEFA Champions League Match Attax 2015/16 (08) - Checklist
Topps - UEFA Champions League Match Attax 2015/16 (08) - Checklist 2015-16 UEFA Champions League Match Attax 2015/16 Topps 562 cards Here is the complete checklist. The total of 562 cards includes the 32 Pro11 cards and the 32 Match Attax Live code cards. So thats 498 cards plus 32 Pro11, plus 32 MA Live and the 24 Limited Edition cards. 1. Petr Ĉech (Arsenal) 2. Laurent Koscielny (Arsenal) 3. Kieran Gibbs (Arsenal) 4. Per Mertesacker (Arsenal) 5. Mathieu Debuchy (Arsenal) 6. Nacho Monreal (Arsenal) 7. Héctor Bellerín (Arsenal) 8. Gabriel (Arsenal) 9. Jack Wilshere (Arsenal) 10. Alex Oxlade-Chamberlain (Arsenal) 11. Aaron Ramsey (Arsenal) 12. Mesut Özil (Arsenal) 13. Santi Cazorla (Arsenal) 14. Mikel Arteta (Arsenal) - Captain 15. Olivier Giroud (Arsenal) 15. Theo Walcott (Arsenal) 17. Alexis Sánchez (Arsenal) - Star Player 18. Laurent Koscielny (Arsenal) - Defensive Duo 18. Per Mertesacker (Arsenal) - Defensive Duo 19. Iker Casillas (Porto) 20. Iván Marcano (Porto) 21. Maicon (Porto) - Captain 22. Bruno Martins Indi (Porto) 23. Aly Cissokho (Porto) 24. José Ángel (Porto) 25. Maxi Pereira (Porto) 26. Evandro (Porto) 27. Héctor Herrera (Porto) 28. Danilo (Porto) 29. Rúben Neves (Porto) 30. Gilbert Imbula (Porto) 31. Yacine Brahimi (Porto) - Star Player 32. Pablo Osvaldo (Porto) 33. Cristian Tello (Porto) 34. Alberto Bueno (Porto) 35. Vincent Aboubakar (Porto) 36. Héctor Herrera (Porto) - Midfield Duo 36. Gilbert Imbula (Porto) - Midfield Duo 37. Joe Hart (Manchester City) 38. Bacary Sagna (Manchester City) 39. Martín Demichelis (Manchester City) 40. Vincent Kompany (Manchester City) - Captain 41. Gaël Clichy (Manchester City) 42. Elaquim Mangala (Manchester City) 43. Aleksandar Kolarov (Manchester City) 44. -
Vocabulário Do Futebol Na Mídia Impressa: O Glossário Da Bola
JOÃO MACHADO DE QUEIROZ VOCABULÁRIO DO FUTEBOL NA MÍDIA IMPRESSA: O GLOSSÁRIO DA BOLA Tese apresentada à Faculdade de Ciências e Letras de Assis – UNESP – Universidade Estadual Paulista, para a obtenção do Título de Doutor em Letras (Área de Conhecimento: Filologia e Lingüística Portuguesa). Orientador: Prof. Dr. Odilon Helou Fleury Curado ASSIS 2005 FICHA CATALOGRÁFICA (Catalogação elaborada por Miriam Fenner R. Lucas – CRB/9:268 Biblioteca da UNIOESTE – Campus de Foz do Iguaçu) Q3 QUEIROZ, João Machado de Vocabulário do futebol na mídia impressa: o glossário da bola / João Machado de Queiroz. - Assis, SP, 2005. 4 v. (948f.) Orientador: Odilon Helou Fleury Curado, Dr. Dissertação (Doutorado) – Universidade Estadual Paulista. 1. Lingüística. 2. Filologia: Lexicologia . 3. Futebol: Mídia impressa brasileira: Vocabulário. 4. Linguagem do futebol: Neologismos: Glossá- rio. I. Título. CDU 801.3:796.33(81) JOÃO MACHADO DE QUEIROZ VOCABULÁRIO DO FUTEBOL NA MÍDIA IMPRESSA: O GLOSSÁRIO DA BOLA COMISSÃO JULGADORA TESE PARA OBTENÇÃO DO TÍTULO DE DOUTOR Faculdade de Ciências e Letras - UNESP Área de Conhecimento: Filologia e Lingüística Portuguesa Presidente e Orientador Dr. Odilon Helou Fleury Curado 2º Examinador Dra. Jeane Mari Sant’Ana Spera 3º Examinador Dra. Antonieta Laface 4º Examinador Dra. Marlene Durigan 5º Examinador Dr. Antonio Luciano Pontes Assis, de de 2005 A Misue, esposa Por compartilhar as dificuldades e alegrias da vida A meus filhos Keyla e Fernando Por me incentivarem a lutar A meus netos Luanna e João Henrique Por me presentearem com momentos de grande alegria AGRADECIMENTOS Ao Prof. Odilon Helou Fleury Curado pela orientação a mim dedicada. Ao Prof. Pedro Caruso, estimado professor e amigo, que inicialmente me recebeu como orientando, pelo apoio e conselhos inestimáveis, sem os quais não teria concluído este trabalho. -
SANTIAGO SOLARI Anunció La Federación Francesa Goleador Del Balompié Español
PALABRA DEL DEPORTE IMAGEN RADIO L-V 15:30 HRS. ADRENALINA EXCELSIOR TV L-V 22:00 HRS. ADRENALINA IMAGEN TV DOMINGOS: 22:00 HRS. EXCELSIOR MARTES 13 DE NOVIEMBRE DE 2018 ADRENALINA.COM.MX @ADRENALINA “ES UN HECHO QUE LOS JÓVENES QUEREMOS DEMOSTRAR QUE PODEMOS REPRESENTAR BIEN A MÉXICO.” XXDel barrio, al Tri LEVANTA LA MANO VÍCTOR GUZMÁN, CUANDO ERA NIÑO, APOYABA CON LOS GASTOS DE SU FAMILIA CON LA VENTA DE CHICLES Y TORTILLAS; AHORA QUIERE SER UN REFERENTE CON LA SELECCIÓN NACIONAL >5 X LO CONFIRMA EL MADRID X APUESTAN POR PUNTOS Foto: MexsportFoto: El argentino se ganó su permanencia como director técnico del Jefes y Carneros cuentan con grandes conjunto merengue, luego de ganar los cuatro partidos que lleva hasta DUELO EXPLOSIVO ofensivas por lo que se espera un SOLARI SIGUE el momento en diferentes torneos >9 emocionante juego en el Azteca>15 2 ADRENALINA MARTES 13 DE NOVIEMBRE DE 2018 : EXCELSIOR u u RADAR REY Y DAMA ARTURO XICOTÉNCATL u CUMPLEAÑOS u PARA HOY “No comprendo a los MUNDIAL FEMENIL SUB 17 jugadores que se niegan BRASIL JAPÓN a venir (a la Selección UNIVISIÓN TDN - 11:00 HRS. MUNDIAL FEMENIL SUB 17 Mexicana), pero se MÉXICO SUDÁFRICA Posición en 47. f5, respeta, por algo lo 7, 9 Y UNIVISIÓN TDN - 14:00 HRS. Caruana acelera el hacen. Lo importante MUNDIAL FEMENIL SUB 17 empate ante el campeón Carlsen, con la entrega es que a mí me pone URUGUAY GHANA de material que implica contento.” UNIVISIÓN TDN - 16:00 HRS. el sacrificio del caballo. El juego continuaría con BASQUETBOL COLEGIAL gxf5 48. -
Top 200+ Current Affairs Questions for CDS I & AFCAT I 2021 1
www.gradeup.co Top 200+ Current Affairs Questions for CDS I & AFCAT I 2021 Hi everyone, we are very happy to inform you that we have made two more groups on telegram which are NDA & other Exams, CDS & Defence Exams, wherein you will be able to interact with our faculty members directly and also you will be able to see the classes schedule as well. Below are the links of the two groups. So, join the groups now and know all the real time updates. NDA & Other Exams: https://t.me/joinchat/TX7hKUXmUvKsOL5IFHsbRA CDS & Defence Exams:https://t.me/joinchat/TX7hKVbSbpp5PDJuRccltw 1.Who is the author of the book titled ‘COVID-19: Crisis of Civilisation and Solutions’? A. P S Sreedharan Pillai B. Jairam Ramesh C. Shashi Tharoor D. Nidhi Vadhera E. Kailash Satyarthi 2.To which of the following union territory, SEHAT Scheme was launched by PM Modi? A. Dadar and Nagar Haveli B. Jammu and Kashmir C. Puducherry D. Delhi E. Ladakh 3.Which country is developing wooden satellites to reduce the space debris? A. USA B. Russia C. Japan D. China E. India 4.The TRIFED has signed a memorandum of understanding with Akhil Bhartiya vanvasi Kalyan Ashram to setup TRIFOOD parks in which state? A. Jharkhand B. Odisha C. Madhya Pradesh D. Chhattisgarh 1 www.gradeup.co E. Maharshtra 5.The Mathikettan Shola National Park is located in which state in which the central government notified a zero to 1 km area around the boundary of it as an Eco-sensitive zone? A. Maharshtra B. Karnataka C. -
Direito 2022 Lista De Inscritos
DIREITO 2022 PÓS-GRADUAÇÃO EM DIREITO LISTA DE INSCRITOS - PROFICIÊNCIA EM INGLÊS CPF Nome 036.154... ABHNER YOUSSIF MOTA ARABI 114.412... ABRAHAM HAND VARGAS MENCER 217.188... ADALBERTO FERREIRA DE SOUZA JUNIOR 281.970... ADILSON TIETE LIRA VIEIRA MARCONDES 288.234... ADILTO LUIZ DALL OGLIO JÚNIOR 109.845... ADRIANA XAVIER FERREIRA LOPES 094.669... AGATA BRENDA MENDES SILVA 365.462... AGNES DOMINGUES DOS SANTOS 022.363... AIMÉE MORAES RIBEIRO MALATO 481.645... ALAN SACHS FEUZ 781.948... ALDO DE CAMPOS COSTA 086.612... ALESSA SANNY LIMA PEREIRA 062.259... ALESSON ARANTES SILVEIRA 032.245... ALEX PESSANHA PANCHAUD 330.157... ALEX PRINCIOTTI BERNARDINO 427.576... ALEXANDRA BRIGANTE ARTIMUNDO DO PRADO 369.469... ALEXANDRE CHIOCHETTI FERRARI 124.436... ALEXANDRE FELIX GROSS 460.924... ALEXANDRE GOMES ARANTES TELES 481.924... ALICE MARIA SALVATORE BARBIN LAURINDO 283.440... ALINE ALVES ABRANTES 005.863... ALINE BARBOSA DE MATOS 067.847... ALINE BASTOS MEIRELES MANDARINO 377.907... ALINE CAVALCANTE DE SOUZA SANCHES 451.573... ALINE HERSCOVICI 270.088... ALINE MARTINS GONÇALVES 397.755... ALINE RODRIGUES DA SILVA 840.623... ALLAN FUEZI DE MOURA BARBOSA 293.513... ALLAN VINICIUS DE MOURA 275.593... ALLANA PRADO OLIVEIRA DOS SANTOS 089.542... ALVARO FEITOSA DA SILVA FILHO 022.196... ALVERITA DE JESUS OLIVEIRA 081.468... AMANDA CRISTHINA FLACH 432.408... AMANDA DE OLIVEIRA VALDO 348.470... AMANDA DELLA TOGNA TORRES 446.589... AMANDA DOS SANTOS JORDÃO 383.990... AMANDA LETICIA DE BARROS ARANHA PICCOLO 380.835... AMANDA NUNES DOS SANTOS 058.137... AMANDA PERES FERNANDES 430.144... AMANDA PILON BARSOUMIAN 017.257... AMANDA SILVEIRA ABREU Página - 1 - de 37 DIREITO 2022 PÓS-GRADUAÇÃO EM DIREITO LISTA DE INSCRITOS - PROFICIÊNCIA EM INGLÊS 442.210.. -
An Automated Background Check on Professional Football Players
Eindhoven University of Technology MASTER A method to perform an automated background check on professional football players Hendrickx, T. Award date: 2016 Link to publication Disclaimer This document contains a student thesis (bachelor's or master's), as authored by a student at Eindhoven University of Technology. Student theses are made available in the TU/e repository upon obtaining the required degree. The grade received is not published on the document as presented in the repository. The required complexity or quality of research of student theses may vary by program, and the required minimum study period may vary in duration. General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain School of Industrial Engineering Information Systems Group A Method to Perform an Automated Background Check on Professional Football Players Master Thesis T. Hendrickx 0920308 Supervisors: dr. R.J. de Almeida e Santos Nogueira (TU/e) prof.dr.ir. U. Kaymak (TU/e) ir. B.J. Aalbers (SciSports) Final Version Enschede, July 2016 Abstract Lately, there has been much attention for modeling the performance of association football players on the pitch, to see whether a specific player fits in a team, to detect promising players early in their career, and to predict match outcomes in order to make profit by placing bets.