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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. -
Silva: Polished Diamond
CITY v BURNLEY | OFFICIAL MATCHDAY PROGRAMME | 02.01.2017 | £3.00 PROGRAMME | 02.01.2017 BURNLEY | OFFICIAL MATCHDAY SILVA: POLISHED DIAMOND 38008EYEU_UK_TA_MCFC MatDay_210x148w_Jan17_EN_P_Inc_#150.indd 1 21/12/16 8:03 pm CONTENTS 4 The Big Picture 52 Fans: Your Shout 6 Pep Guardiola 54 Fans: Supporters 8 David Silva Club 17 The Chaplain 56 Fans: Junior 19 In Memoriam Cityzens 22 Buzzword 58 Social Wrap 24 Sequences 62 Teams: EDS 28 Showcase 64 Teams: Under-18s 30 Access All Areas 68 Teams: Burnley 36 Short Stay: 74 Stats: Match Tommy Hutchison Details 40 Marc Riley 76 Stats: Roll Call 42 My Turf: 77 Stats: Table Fernando 78 Stats: Fixture List 44 Kevin Cummins 82 Teams: Squads 48 City in the and Offi cials Community Etihad Stadium, Etihad Campus, Manchester M11 3FF Telephone 0161 444 1894 | Website www.mancity.com | Facebook www.facebook.com/mcfcoffi cial | Twitter @mancity Chairman Khaldoon Al Mubarak | Chief Executive Offi cer Ferran Soriano | Board of Directors Martin Edelman, Alberto Galassi, John MacBeath, Mohamed Mazrouei, Simon Pearce | Honorary Presidents Eric Alexander, Sir Howard Bernstein, Tony Book, Raymond Donn, Ian Niven MBE, Tudor Thomas | Life President Bernard Halford Manager Pep Guardiola | Assistants Rodolfo Borrell, Manel Estiarte Club Ambassador | Mike Summerbee | Head of Football Administration Andrew Hardman Premier League/Football League (First Tier) Champions 1936/37, 1967/68, 2011/12, 2013/14 HONOURS Runners-up 1903/04, 1920/21, 1976/77, 2012/13, 2014/15 | Division One/Two (Second Tier) Champions 1898/99, 1902/03, 1909/10, 1927/28, 1946/47, 1965/66, 2001/02 Runners-up 1895/96, 1950/51, 1988/89, 1999/00 | Division Two (Third Tier) Play-Off Winners 1998/99 | European Cup-Winners’ Cup Winners 1970 | FA Cup Winners 1904, 1934, 1956, 1969, 2011 Runners-up 1926, 1933, 1955, 1981, 2013 | League Cup Winners 1970, 1976, 2014, 2016 Runners-up 1974 | FA Charity/Community Shield Winners 1937, 1968, 1972, 2012 | FA Youth Cup Winners 1986, 2008 3 THE BIG PICTURE Celebrating what proved to be the winning goal against Arsenal, scored by Raheem Sterling. -
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 -
Clarets Trust Newsletter – Issue 37
Issue 37 April 2021 INSIDE THIS ISSUE: • Peter Pike looks back at the last year • Treasurer’s RETURN OF football cryptocurrency warning • Bill published THE FANS to counter online abuse In our winter newsletter, we had a piece entitled The Prime Minister’s roadmap towards a post- ‘Football without fans is… different’, and so it Covid future includes a return to supporters in • The season has remained. Matches have rolled into one and stadiums. From 17 May, up to 10,000 supporters so far: one victories have not tasted quite so sweet, with the will be allowed and originally, this would have member’s view soulless grounds remaining empty for over a year found Burnley at a loss. Our final home game now, for us at least. Burnley and Newcastle are of the season was 15 May, against Liverpool, • Tributes to the only teams to have had completely empty followed by a final game away at Sheffield United. outgoing stadiums over the last year. Arguably, these two Luckily, the Premier League’s chief executive Burnley CEO teams are having disappointing seasons and it confirmed plans to have fans in grounds for the is no surprise that both usually enjoy vociferous final two matches of the season, in order to allow • Len Johnrose home crowds that will their players onto victory. all clubs to host their fair share of supporters. joins our Both clubs will eagerly anticipate the return So the penultimate round of games will be honorary of fans in May, with the government’s latest moved to 18–20 May. -
P17 2.E$S Layout 1 3/7/15 10:53 PM Page 1
p17 2.e$S_Layout 1 3/7/15 10:53 PM Page 1 SUNDAY, MARCH 8, 2015 SPORTS John Terry, the last of England’s football legends? PARIS: England is running short of leg- fide megastars still at the top who meet his 18th for the only club he has played By some measures, this already has club’s Stamford Bridge stadium. ends. Frank Lampard and Steven Gerrard the dictionary definition of a legend: “A for, and possibly even beyond that. been one of Terry’s best Chelsea seasons. Kurt Zouma, signed a year ago from both qualify. But this Premier League person having a special place in popular To prevent the onset of complacency, Already the highest-scoring defender in French club Saint-Etienne, is a fabulous season looks like being their last. The all- opinion for their striking qualities or to keep them motivated and “to make club history, Terry added another six in defensive prospect, quick-thinking, cool time record goal-getter for Chelsea and deeds.” them feel the past doesn’t play a role and 36 games before the trip to West Ham, under pressure, and able to play in front the Liverpool captain both head for Remarkably for a player his age, John it’s all about the present and tomorrow,” including Chelsea’s opener in its 2-0 tri- of the defense as well as in it. Major League Soccer swan songs from Terry still ticks that box. There are few Chelsea offers older players take-it or umph over Tottenham in the League Cup But Zouma is only 20. -
Date: 11 January 2017 Opposition: Southampton Competition: League
11 January2017 11 Date: 11 January 2017 Times Telegraph Daily Echo Opposition: Southampton Guardian Mirror Echo Competition: League Independent Mail BBC Redmond's drought over but Liverpool are let off the hook Nathan Redmond gives Southampton narrow edge against Liverpool Southampton 1 It was no exaggeration to describe this as the biggest match of Southampton’s Redmond 20 season. It was not for Liverpool, who have their designs on the Premier League Liverpool 0 title but for Claude Puel and his players, the first leg of the EFL Cup semi-final Such was the lax, sluggish nature of Liverpool's performance that midway through represented a tantalising opportunity. the second half Jurgen Klopp sent out a piece of paper to Daniel Sturridge. The The top six in the league has come to look like a closed shop, with Southampton striker ran around for 30 seconds reading the instructions, showing it to Dejan among the clubs with their noses pressed up against the window outside and so, Lovren and Adam Lallana, before discarding it. It detailed a change of formation, the chances are, Puel will not be able to improve on last season – when but it could also have demanded a change of attitude. Southampton finished in sixth place. Unless he were to win a trophy. That would Liverpool escaped lightly here. They werse poor, eclipsed by Southampton in make it different. That would make it one of the greatest seasons of all time for every department except in goal where Loris Karius kept them in this EFL Cup the club. -
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. -
Gulf Times Sport
RUGBY | Page 10 CRICKET | Page 5 England stay Zimbabwe To Advertise here Call: 444 11 300, 444 66 621 on course for ousted by Six Nations Afghanistan Grand Slam in World T20 Sunday, March 13, 2016 FOOTBALL Jumada II 4, 1437 AH Messi masterclass GULF TIMES as Barcelona hit Getafe for six SPORT Page 3 SPOTLIGHT BASKETBALL FOOTBALL/FA CUP Schumi manager Rembert Lukaku on avoids target twice giving detailed shines as as Everton updates Khor bounce sink Chelsea back for win El Jaish hold nerve to edge Al Arabi 81-77 Michael Schumacher suff ered a serious skiing accident in 2013 and is undergoing treatment in Switzerland. AFP Berlin ichael Schumacher’s manager Sabine Kehm admits purposefully avoiding giving out Mexact details about the health of Germany’s Formula One legend to prevent speculation or misinter- pretation in the media. “At the moment, I see no alter- native,” she told yesterday’s edi- tion of the Munich-based news- paper the Sueddeutsche Zeitung. “Every sentence is a catalyst for new inquiries, every word is a beacon for further information. It never dies down.” Former seven-time world champion Schumacher suff ered head injuries in a skiing accident Everton’s Romelu Lukaku celebrates scoring their second goal against in the French Alps in December Chelsea in their FA cup quarter-final yesterday. 2013 and spent six months in an induced coma before returning to AFP million, 258 million euros) to buy his home in Switzerland to con- Liverpool 49.9 percent of the club, having tinue his rehabilitation. made a pre-match address to sup- Any updates by Kehm on Schu- porters in the media. -
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 -
Carragher Penalty Own Goal
Carragher Penalty Own Goal Drumlier Darwin usually reannexes some stingaree or hurry erst. Invigorated Vernen gestated: he pardi his subtenants apogeotropically.weekdays and contritely. Iago is tergal and revamps unfilially as panpsychistic Niccolo smell languidly and preconcert He had been worse than it has become a fast start saving now has become a defensive clearance out with carragher penalty own goal from carragher scoring an aggressive but debate raged at craven cottage on. Liverpool boss roy of anguish on friday and carragher penalty own goal midway through. Club career Liverpool FC 1997-2004 Jamie Carragher made about first. Carragher on target Eurosport. The 32-year-old defender scored from the spot in pain first commercial for the Reds before converting a penalty own-goal neither the club he supported as a. The gift goal increase the penalty spot against a Patrick Kluivert handball. He Scored an Own goal Penalty at most Own Testimonial 4 of 10 In each own testimonial match against Everton Carra put his Liverpool side means before. A penalty own-goal edit the club he supported as star boy after our break. The Worst Individual Performances in Premier SportMob. Jamie Carragher has announced he is retiring from football at host end being the. Dubious penalties gave both sides a mark on which score yet with. When a graeme sharp everton players have known better manage the goal penalty area on sky for man city win the course of the reds manager until the reds won a pin point. That season put Liverpool back you the European map. -
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. -
26 December 2014 Opposition: Burnley Competition
Date: 26 December 2014 Telegraph Echo December 26 2014 Opposition: Burnley Guardian Mirror Burnley Express Competition: League Independent Mail BBC Raheem Sterling’s second-half strike earns Liverpool victory at Burnley Liverpool’s plan to climb out of mid-table mediocrity and into the top four is up and running thanks to a decisive finish by Raheem Sterling that enlivened a forgettable game. With just seven wins from 18 matches there is still work to do in the second part of the season but at least they made a start here, playing a patient game that gradually wore down Burnley’s resistance. In the first half especially Liverpool were a long way from irresistible but they kept possession better the longer the game went on and in Sterling they possessed the sort of matchwinner Burnley would dearly love to have, someone capable of seizing on the most fleeting of opportunities and taking full advantage. Sterling is still learning as a centre-forward, it is not his normal position, and he finished his one opportunity with much more aplomb than he showed in similar situations when one on one with David de Gea in the recent defeat at Old Trafford. “Playing in that position Raheem will get those chances because of his pace,” Brendan Rodgers said. “He’s been working on his finishing and he is learning fast. He showed great composure with his finish, and that’s what I told the players we needed as half-time. As a team we were more composed in the second half.” This is not the easiest of grounds to visit for teams low on confidence and Rodgers will have been pleased to earn three points, particularly as the Liverpool goalkeeping saga took another unexpected twist after 16 minutes when Brad Jones’s “indefinite” stay between the posts came to an end.