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Using Deep Learning to Value Defensive Actions In
What Happened Next? Using Deep Learning to Value Defensive Actions in Football Event-Data Charbel Merhej Ryan J Beal University of Southampton University of Southampton Southampton, United Kingdom Southampton, United Kingdom [email protected] [email protected] Tim Matthews Sarvapali Ramchurn Sentient Sports University of Southampton Southampton, United Kingdom Southampton, United Kingdom [email protected] [email protected] ABSTRACT 1 INTRODUCTION Objectively quantifying the value of player actions in football (soc- Valuing the actions of humans and agents in the real-world is a cer) is a challenging problem. To date, studies in football analytics problem in many industries. By assigning values to actions com- have mainly focused on the attacking side of the game, while there mitted, we can help evaluate the performance of agents and aid the has been less work on event-driven metrics for valuing defensive learning and improvement of future actions. To date, examples of actions (e.g., tackles and interceptions). Therefore in this paper, work that explore methods for valuing actions are shown in indus- we use deep learning techniques to define a novel metric that val- trial optimisation [18], agent negotiation [14] and sports analytics ues such defensive actions by studying the threat of passages of [6, 23]. Although all these papers aim to assign value to what a play that preceded them. By doing so, we are able to value defen- human or agent has helped happen, there are many domains in the sive actions based on what they prevented from happening in the real-world where some humans/agents are tasked with prevent- game. -
The Heathrow Villager
~ www.heathrowvillager.co.uk ~ PLEASE NOTE OUR NEXT ISSUE THE HEATHROW IS ON: VILLAGER 6 March FIRST PUBLISHED APRIL 1983 We need your copy by Recipient of British Airways the Wednesday prior to Community Champion Award the above date to: BRING sales@heathrow www.facebook.com/HeathrowVillager BACK villager.co.uk SATURDAY 20th February 2021 ISSUE NO. 994 E: [email protected] or: [email protected] IT HAPPENED ON THIS DAY.. Jenrick confirms Government FEB 20 ecretary of State 1437: King James I of rejects the Plan Scotland was assassi- S ning Inspec- nated by a group of torate’s request to sup- opposition to 3rd Runway nobles led by Sir Robert port Heathrow’s 3rd Graham while staying at Runway in the new Lon- Mayor’s policy of oppo- tions in the London Plan. giving legal support to £38bn North West Run- expansion, leaving space Heathrow expansion. He the Dominion friary in don Plan. sition to the North West “The Government the North West Runway way scheme, which for the independent ex- recognises the impor- Perth. Robert Jenrick, the Runway unaltered. This should get on and an- was approved by Parlia- would increase the num- tended runway proposal. tance of airports to the 1938: Foreign Secretary Secretary of State for follows the nounce a review of the ment in 2018 and re- ber of flights at Heathrow In the new London future growth of the Lon- Sir Anthony Eden re- Local Government, has Government’s refusal to Airports National Policy mains in force despite by 50% to 740,000 per Plan, which is moving to don economy and says signed over Prime Min- again indicated the support Heathrow’s case Statement.” growing calls for a re- year. -
2015 Topps Premier Gold Soccer Checklist
BASE BASE CARDS 1 Artur Boruc AFC Bournemouth 2 Tommy Elphick AFC Bournemouth 3 Marc Pugh AFC Bournemouth 4 Harry Arter AFC Bournemouth 5 Matt Ritchie AFC Bournemouth 6 Max Gradel AFC Bournemouth 7 Callum Wilson AFC Bournemouth 8 Theo Walcott Arsenal 9 Laurent Koscielny Arsenal 10 Mikel Arteta Arsenal 11 Aaron Ramsey Arsenal 12 Santi Cazorla Arsenal 13 Mesut Ozil Arsenal 14 Alexis Sanchez Arsenal 15 Olivier Giroud Arsenal 16 Bradley Guzan Aston Villa 17 Jordan Amavi Aston Villa 18 Micah Richards Aston Villa 19 Idrissa Gueye Aston Villa 20 Jack Grealish Aston Villa 21 Gabriel Agbonlahor Aston Villa 22 Rudy Gestede Aston Villa 23 Thibaut Courtois Chelsea 24 Branislav Ivanovic Chelsea 25 John Terry Chelsea 26 Nemanja Matic Chelsea 27 Eden Hazard Chelsea 28 Cesc Fabregas Chelsea 29 Radamel Falcao Chelsea 30 Diego Costa Chelsea 31 Julian Speroni Crystal Palace 32 Scott Dann Crystal Palace 33 Joel Ward Crystal Palace 34 Jason Puncheon Crystal Palace 35 Yannick Bolasie Crystal Palace 36 Mile Jedinak Crystal Palace 37 Wilfried Zaha Crystal Palace 38 Connor Wickham Crystal Palace 39 Tim Howard Everton 40 Leighton Baines Everton 41 Seamus Coleman Everton 42 Phil Jagielka Everton 43 Ross Barkley Everton 44 John Stones Everton 45 Romelu Lukaku Everton 46 Kasper Schmeichel Leicester City 47 Wes Morgan Leicester City 48 Robert Huth Leicester City 49 Riyad Mahrez Leicester City 50 Jeff Schlupp Leicester City 51 Shinji Okazaki Leicester City 52 Jamie Vardy Leicester City 53 Simon Mignolet Liverpool FC 54 Martin Skrtel Liverpool FC 55 Nathaniel Clyne Liverpool -
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 -
P19 W 5 Layout 1
THURSDAY, JUNE 16, 2016 19 Bale and brawl fears stalk England in Lens CHANTILLY: England face the twin threats of a dis- hand on Saturday when Russia’s fans charged their “Aaron Ramsey, another player who’s very talent- qualification warning if their fans misbehave and a English counterparts at the final whistle, but they are ed. So we can’t just put all our focus on Gareth and FAN FERVOR super-motivated Gareth Bale ahead of their Euro 2016 doing their best to deflect attention from the issue. then get sucker-punched by one of their other good showdown with neighbors Wales in Lens today. The “The scenes weren’t nice to see at the end of the players.” Bale raised the temperature even before his bloody clashes between rival fans that marred game, but the people in charge will be dealing with team’s meeting with Slovakia, saying that England England’s opening 1-1 draw with Russia in Marseille at that,” said left-back Ryan Bertrand. “big themselves up before they’ve done anything” the weekend left Roy Hodgson’s side facing the threat Of equal concern to Hodgson will be the danger and that Wales play with “more passion and pride”. It of elimination from European governing body UEFA. posed by Real Madrid forward Bale, whose stunning drew a rebuke from Hodgson, who described the England midfielder Adam Lallana said that such an 25-yard free-kick against Slovakia in Bordeaux set remarks as “disrespectful”, but Bale is standing by outcome would be “devastating” and Hodgson and Wales on their way to a 2-1 win. -
Premier League: the Championship: Revansjejakt I Hovedstaden Ny Spenning I Tet Side 10 Side 14 INNHOLD Tipsuken
ÅRGANG 73 // TIRSDAG 23. JUNI 2020 // NR. 25 LØSSALG KR 80,– SIDE 3-7 SIDE ALARMENUsle ett poeng fra første to runder fikk alarmen til å dure i GÅRRosenborg-garderoben. Denne ukens møter med Glimt og Brann vil kunne definere trøndernes sesong. Premier League: The Championship: Revansjejakt i hovedstaden Ny spenning i tet Side 10 Side 14 INNHOLD Tipsuken .....................................................2 Norge Eliteserien .....................................3-7 Tipsbladet-duellen .....................................9 England Premier League .....................10-13 England The Championship ...............14-17 Liganytt .....................................................19 Tyskland Bundesliga ...........................20-22 Italia Serie A .........................................23-27 Spania La Liga ......................................28-33 Danmark Superligaen .........................34-36 Sverige Allsvenskan .............................38-40 Ukens TV-liste ......................................42-73 Tipsfondet............................................44-45 Midtukekupongen ....................................46 Lørdagskupongen ....................................47 Søndagskupongen ...................................48 Resultater.............................................49-63 Feriemodus Premier League-fotballen startet opp var Everton som kom nærmest med igjen forrige uke, men det ble på ingen en enorm dobbeltsjanse mot slutten. måte en eksplosjon av underholdning. At det etterlengtede ligagullet fortsatt Kanskje hadde -
Mcfadzean in W Lucas Akins Season
Contents Welcome 3-4 Opening Words Welcome to another groundshare may have season and another little initial impact on 5-30 Club-By-Club season preview! the football team, if it Previews lasts longer than one It feels a long time since season, it is likely to 31-63 The Squad last season ended on a cause more damage. note of positivity with 64-65 Possible the increasing My personal excitement Formations likelihood that the club for the new season is was set to extend its likely to be down to the 66-67 Mark Robins stay at the Ricoh Arena choice of groundshare and was getting ready being convenient for 69 League One to put together a side to myself and thus being Predictions challenge for able to attend games. promotion. For others who simply 70-72 How Will We may be unable to get to It all served to make it Do? Birmingham on a especially sickening regular basis, the when it was finally feeling will be different. confirmed that the club would be ground- It is a situation that sharing once again, this shouldn’t have time with Birmingham happened once, for it to City. have happened twice is beyond farcical while Just how the club can doing little to serve the move forward in a agendas of all involved. situation where there is That will only no realistic avenue back crystallise once the to Coventry for a long season kicks off and the time to come is difficult novelty of the situation to foresee, somehow, a wears off. -
LIVERPOOL FC V Chelsea 08.05.2012 • Kick- Off 8.00Pm
.................................... OFFICIAL MEMBERS’ PRE-MATCHDAY STATS GUIDE .................................... LIVERPOOL FC v Chelsea 08.05.2012 • Kick- off 8.00pm ........ Season 2011/12 ..................................................................................................................................................................................... Main sponsor Official kit sponsor ......................................................................................................................................................... www.liverpoolfc.tv v Liverpool FC Chelsea FC Glen JOHNsON 2 1 Petr ČECH José ENRIQuE 3 2 Branislav IVANOVIC Daniel AggER 5 3 Ashley COLE Fabio AuRELIO 6 4 David LuIs Luis suÁREZ 7 5 Michael EssIEN Steven gERRARd 8 6 Oriol ROMEu Andy CARROLL 9 7 RAMIREs Maxi ROdRIguEZ 11 8 Frank LAMpARd Jordan HENdERsON14 9 Fernando TORREs Sebastian COATEs16 10 Juan MATA Dirk KuYT18 11 Didier dROgbA Stewart dOWNINg19 12 John ObI MIKEL Jay spEARINg20 15 Florent MALOudA Lucas LEIVA21 16 Raul MEIRELEs Danny WILsON22 17 José bOsINgWA Jamie CARRAgHER23 18 Romelu LuKAKu Pepe REINA25 19 Paulo FERREIRA Charlie AdAM26 21 Salomon KALOu Alexander dONI32 22 Ross TuRNbuLL Martin KELLY34 23 Daniel sTuRRIdgE Martin sKRTEL37 24 Gary CAHILL Jon FLANAgAN38 26 John TERRY Craig bELLAMY39 27 Sam HuTCHINsON Jack RObINsON49 34 Ryan bERTRANd HEAd HEAd LIVERpOOL 2FC v CHELsEA FC At Anfield: Liverpool 45 wins, 14 draws, Chelsea 9 wins. Overall: Liverpool 63 wins, 28 draws, Chelsea 46 wins. 1. Earlier this season Liverpool won 2-1 in the league at stamford bridge. Maxi Rodriguez opened the scoring on 33 minutes with daniel sturridge equalising on 55 minutes. glen Johnson scored the winner three minutes from time. 2. Last season Liverpool recorded their second premier League ‘double’ over Chelsea. Today they go for their third, all within the last four seasons. 3. The Reds win at stamford bridge in November meant they recorded back-to-back league wins at Chelsea for the first time since 1974-75. -
Edition 0234
Est 2016 London Borough of Richmond upon Thames Edition 234 Contents TickerTape TwickerSeal C0VID-19 Borough View A Penny To Twickenham Town Marble Hill Marvels River Crane Sanctuary Letters Tribune Snippets Hampton North Ward News WIZ Tales - Tonga Remember! The Festival Of Britain Twickers Foodie Review Film Screenings Football Focus Contributors TwickerSeal Graeme Stoten Simon Fowler Marble Hill House Sammi Macqueen The Green Party The Twickenham Coalition Cllrs Geoffrey Samuel & Kate Howard Alison Jee Mark Aspen Doug Goodman World InfoZone Bruce Lyons Richmond Film Society James Dowden Richmond College RFU LBRuT WHO Editors Berkley Driscoll Teresa Read 30th April 2021 Supermoon over Radnor Gardens Photo by Berkley Driscoll TickerTape - News in Brief Twickenham Stadium to welcome fans for European cup finals Twickenham Stadium will host the 2021 Heineken Champions Cup and Challenge Cup finals with a limited number of fans permitted to attend both matches, in line with the UK government’s roadmap to recovery. Up to 10,000 spectators will be able to buy tickets for each game with the Challenge Cup decider scheduled for Friday 21 May at 20.00 and the Heineken Champions Cup final going ahead on Saturday 22 May at 4.45pm. Both matches are subject to licences being granted by Richmond Council. Find out more about the matches and how to buy tickets. White House Community Centre survey Tell YMCA St Paul’s Group how you would like to see the White House Community Centre develop. The White House Community Centre is a large community centre in Hampton, on The Avenue just next to the park. -
Edition 0213
Est 2016 London Borough of Richmond upon Thames Edition 213 Contents TickerTape TwickerSeal C0VID-19 Borough View The Towpath Along The Thames Sunset Over Twickenham Marble Hill Marvels Letters River Crane Sanctury Petitions Remember! Concorde Twickers Foodie Christmas In Church Street St Mary’s University Update Traveller’s Tales WIZ Tales - Guyana & Suriname Film Screenings Football Focus Twickenham Stadium Contributors TwickerSeal Graeme Stoten Marble Hill House Simon Fowler Sammi Macqueen Alison Jee Mark Aspen St Mary’s University Richmond College World InfoZone Shona Lyons Bruce Lyons Doug Goodman Richmond Film Society James Dowden RFU LBRuT NAO Editors Berkley Driscoll Teresa Read 4th December 2020 The Pubs Are Open! The Prince Albert, Twickenham Photo by Berkley Driscoll TickerTape - News in Brief Twickenham Stadium prepares to welcome 2,000 fans England Rugby is delighted to be able to welcome 2,000 fans to Twickenham Stadium for the final Quilter International of the Autumn Nations Cup on Sunday 6 December when England play France (KO 14.00 GMT). See article at the end of this edition for more information Dispose of face coverings sensibly Residents are being urged to dispose of single-use face coverings properly, after a sudden increase in them being found littered in Richmond upon Thames’ streets and parks. With the rules currently stating face coverings should be worn in enclosed public spaces, such as supermarkets, indoor shopping centres and on public transport, Richmond Council is asking people to try and wear reusable face coverings in the first instance, and if single-use ones are worn, to dispose of them responsibly after wearing. -
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. -
17 August 2014 Opposition: Southampton Competition
17 August2014 17 Date: 17 August 2014 Times Telegraph South Daily Echo Opposition: Southampton Guardian Mirror Echo Independent Mail BBC Competition: League Sturridge steps up but Liverpool feel Suarez's absence Sterling work and Sturridge instincts do enough to get Liverpool smiling Liverpool 2 The winning goal brought Brendan Rodgers bounding on to the pitch for the first Sterling 23, Sturridge 79 time since Liverpool's victory over Manchester City during last season's title run- Southampton 1 in. Relief, not delirium, sparked the Liverpool manager's invasion on this occasion Clyne 56 but the over-exuberance was understandable. Here was a reminder of how that Referee MClattenburg Attendance 44,736 title challenge began. For Southampton at Anfield in August 2014 read Stoke City Brendan Rodgers knew the question was coming. Liverpool's victory over at Anfield in August 2013. Twelve months ago Liverpoollaboured to three points Southampton had been sufficiently laboured to make it inevitable. So when asked against a team under new management courtesy of a Daniel Sturridge goal and an whether his squad has enough quality to cope without Luis Suarez, he reverted to 89th-minute penalty save from Simon Mignolet. The script remained the same for charming anecdote to dodge the issue. The time may well come when Rodgers Ronald Koeman's first day as a Premier League manager. A poacher's goal from feels emboldened enough to answer such inquiries as emphatically as he longs to, Sturridge plus a superb 88th-minute save from Mignolet, who tipped Morgan but that time is not now. Schneiderlin's goal-bound volley on to the bar to preserve a slender lead, left In spirit if not body, the Uruguayan loomed large at Anfield yesterday.