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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. -
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. -
A Football Journal by Football Radar Analysts
FFoooottbbaallll RRAADDAARR RROOLLIIGGAANN JJOOUURRNNAALL IISSSSUUEE FFOOUURR a football journal BY football radar analysts X Contents GENERATION 2019: YOUNG PLAYERS 07 Football Radar Analysts profile rising stars from around the globe they tip to make it big in 2019. the visionary of nice 64 New ownership at OGC Nice has resulted in the loss of visionary President Jean-Pierre Rivere. Huddersfield: a new direction 68 Huddersfield Town made the bold decision to close their academy, could it be a good idea? koncept, Kompetenz & kapital 34 Stepping in as Leipzig coach once more, Ralf Rangnick's modern approach again gets results. stabaek's golden generation 20 Struggling Stabaek's heavy focus on youth reaps rewards in Norway's Eliteserien. bruno and gedson 60 FR's Portuguese analysts look at two players named Fernandes making waves in Liga Nos. j.league team of the season 24 The 2018 season proved as unpredictable as ever but which players stood out? Skov: THE DANISH SNIPER 38 A meticulous appraisal of Danish winger Robert Skov's dismantling of the Superligaen. europe's finishing school 43 Belgium's Pro League has a reputation for producing world class talent, who's next? AARON WAN-BISSAKA 50 The Crystal Palace full back is a talented young footballer with an old fashioned attitude. 21 under 21 in ligue 1 74 21 young players to keep an eye on in a league ideally set up for developing youth. milan's next great striker? 54 Milan have a history of legendary forwards, can Patrick Cutrone become one of them? NICOLO BARELLA: ONE TO WATCH 56 Cagliari's midfielder has become crucial for both club and country. -
Number #9 in the TDF Top 50
From being a small boy, I have always been a huge fan of both football and professional wrestling and at around the age of 10-years-old, I came across a monthly magazine brought to newsagents from the makers of the world famous Sports Illustrated all about pro wrestling. It was simply named Pro Wrestling Illustrated. It was a publication I regularly read as well as Shoot and Match weekly magazines to feed my football addiction. In 1991, PWI began this new craze that instantly grabbed my attention more than no other magazine had before. They revealed the 'PWI 500'. The 'PWI 500' section in the magazine listed (in rank order) the top 500 professional wrestlers in the world that year. Counting down from 500, this revealed to me many, many talents that I have not discovered as of yet. This was released every year, and still to this day is the best selling edition of the magazine each year. I studied and read and read over and over again that edition in 1991 and I came up with an idea. What if Match or Shoot revealed the top 500 footballers in the world? Thinking back to 1991, I used to love to tune into the 'BBC Radio 1 Top 40' show every Sunday afternoon too... maybe I'm a tad obsessed with countdowns. Anyways, reflecting on the idea, I thought about it each year the 'PWI 500' was released. As years went on, I felt that this would have grown into a hugely successful plan, gaining great recognition with people in the game, possibly gained its own award ceremony on TV with the emergence and exposure SKY Television in the United Kingdom was just beginning to give to the game back then. -
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 -
2020-21 Panini Impeccable Hobby Soccer Checklist
2020/21 Impeccable Premier League Soccer Card Totals 292 Players with Cards TOTAL TOTAL Auto Auto Gold Team Relic Metal Base CARDS HITS Only Relic Silver Aaron Connolly 33 33 33 Aaron Cresswell 171 0 171 Aaron Ramsdale 204 33 33 171 Aaron Wan-Bissaka 1145 1145 475 350 320 Adam Lallana 171 0 171 Adam Webster 483 483 483 Adama Traore 665 585 300 33 252 80 Ademola Lookman 346 175 175 171 Aleksandar Mitrovic 254 3 3 80 171 Alex McCarthy 253 82 82 171 Alex Telles 549 549 374 175 Alexandre Lacazette 240 160 160 80 Alexis Mac Allister 80 0 80 Alisson 136 136 26 33 77 Allan 33 33 33 Allan Saint-Maximin 204 33 33 171 Alphonse Areola 204 33 33 171 Andre Schurrle 175 175 175 Andreas Christensen 94 94 94 Andre-Frank Zambo Anguissa 204 33 33 171 Andros Townsend 109 109 33 76 Andy Robertson 47 47 47 Anthony Gordon 80 0 80 Anthony Martial 189 109 33 76 80 Antonee Robinson 204 33 33 171 Ashley Barnes 169 89 89 80 Ashley Westwood 204 33 33 171 Asmir Begovic 350 350 350 Aymeric Laporte 493 493 493 Ayoze Perez 157 77 77 80 Ben Chilwell 431 431 398 33 Ben Davies 134 134 134 Ben Mee 562 562 485 77 Ben White 171 0 171 Bernardo Silva 811 811 461 350 Bernd Leno 113 33 33 80 Billy Sharp 489 489 489 Bobby De Cordova-Reid 171 0 171 Brandon Williams 604 524 524 80 Bruno Fernandes 530 530 497 33 Bukayo Saka 320 320 287 33 Caglar Soyuncu 833 833 833 Callum Hudson-Odoi 77 77 77 Callum Robinson 204 33 33 171 GroupBreakChecklists.com 2019-20 Impeccable Premier League Soccer Card Totals TOTAL TOTAL Auto Auto Gold Team Relic Metal Base CARDS HITS Only Relic Silver Callum -
Rare Joelinton Strike Helps Newcastle Seal 2-0 Victory
14 Sports Sunday, November 29, 2020 Rare Joelinton strike helps Newcastle seal 2-0 victory Bruce hopes Joelinton kicks on after downing Palace LONDON: Perseverance finally paid off for Newcastle United’s Brazilian forward Joelinton as he shrugged off a night of frustration to help his side to a Gerrard leads 2-0 victory at Crystal Palace in the Premier League on Friday. The 24-year-old’s Newcastle career is yet to Rangers’ revival; take off after his 40 million pounds ($53.22 million) move in July 2019. Celtic crumble But his astute pass set up Callum Wilson for his seventh league goal this season in the 88th minute at a chilly Selhurst Park before Joelinton’s deflected shot LONDON: Rangers have spent nearly a decade in the sealed the points. It was only the South American’s doldrums but their revival under Steven Gerrard third league goal since his move from Hoffenheim but appears to be coming just in time to stop rivals Celtic his work rate could not be faulted. Palace were look- from winning a historic 10th consecutive Scottish ing threatening late on after manager Roy Hodgson league title. The club have had a bumpy ride since they sent on forwards Christian Benteke and Michy last won the league in 2011. Financial troubles led to Batshuayi to try and win the game, but his side were liquidation and the club were reformed in the fourth tier left deflated. of Scottish football. Newcastle’s win, after back-to-back league Rangers returned to the Scottish Premiership in defeats, lifted them to 10th in the table on 14 points 2016, but even then the turmoil did not end as three from 10 games with Palace a point behind in 13th managers were dismissed in little over a year trying to place. -
KT 15-5-2017.Qxp Layout 1
SUBSCRIPTION MONDAY, MAY 15, 2017 SHABAN 19, 1438 AH www.kuwaittimes.net ‘Dean of Saudi North Korea Portugal’s Hamilton journalism’ fires missile big-hearted wins thrilling Sudairi that lands in crooner wins Spanish passes away5 sea near7 Russia Eurovision38 Grand18 Prix 200,000 victims hit by Min 28º Max 41º High Tide global cyber attack 03:18 & 13:35 Low Tide Businesses brace for new week as ransomware threat lingers 08:20 & 21:12 40 PAGES NO: 17228 150 FILS LONDON: The unprecedented global cyber attack has hit more than 200,000 victims in scores of countries, Europol said yesterday, warning that the situation could escalate when people return to work. An international manhunt was well under way for the plotters behind the world’s biggest-ever computer ransom assault. The indiscrimi- nate attack, which began Friday, struck banks, hospitals and government agencies in more than 150 countries, exploiting known vulnerabilities in old Microsoft com- puter operating systems. US package delivery giant FedEx, European car facto- ries, Spanish telecoms giant Telefonica, Britain’s health service and Germany’s Deutsche Bahn rail network were among those hit. Europol executive director Rob Wainwright said the situation could worsen today as workers return to their offices after the weekend and log on. “We’ve never seen anything like this,” the head of the European Union’s policing agency told Britain’s ITV televi- sion, calling its reach “unprecedented”. “The latest count is over 200,000 victims in at least 150 countries. Many of those victims will be businesses, including large corporations. We’re in the face of an esca- lating threat. -
SPORTS 2424 Wednesday, March 7, 2018 Matic Stunner Seals United Comeback London Promising Start
BIC begins final P23 30-day countdown SPORTS 2424 Wednesday, March 7, 2018 Matic stunner seals United comeback London promising start. emanja Matic struck in Townsend put them ahead in stoppage time as Manchester the 11th minute. The improving NUnited came from two goals down Christian Benteke played a square to secure a vital 3-2 victory at ball to the winger on the edge of Crystal Palace. the area from where his well-struck An unconvincing start from shot flew beyond goalkeeper David Jose Mourinho’s team contributed De Gea via a significant deflection to goals from Andros Townsend off Victor Lindelof. and Patrick van Aanholt -- the They threatened again before second shortly after half-time -- half-time and were rarely but after repeatedly threatening stretched, but it took until three they snatched all three points minutes after the restart for the through Chris Smalling, Romelu Eagles to double their advantage. Lukaku and then Matic. From a quickly-taken free kick, United’s initial sluggishness Schlupp sent Van Aanholt through suggested they were distracted on goal and, despite suspicions of by the prospect of Saturday’s offside, his cool finish beat De Gea. fixture with rivals Liverpool, but Mourinho had at half-time they fought back convincingly, introduced Marcus Rashford for extending Palace’s winless run to Scott McTominay and adopted a more attacking shape, and after Palace went 2-0 up it began to show. six and denying them a Smalling had already gone win that would have taken them close when, in the 55th minute, from 18th to 13th in the Premier he gave them League. -
Edition 0194
Est 2016 London Borough of Richmond upon Thames 0194 Contents TickerTape TwickerSeal C0VID-19 Borough Views History Through Postcards Film Screenings Letters River Crane Sanctury Twickers Foodie Mark Aspen Reviews UK Theatres Grants Scheme WIZ Tales Football Focus Contributors TwickerSeal Alan Winter Graeme Stoten Richmond Film Society Sammi Macqueen Alison Jee Shona Lyons St Mary’s University Mark Aspen Theatres Trust Bruce Lyons James Dowden NAO LBRuT Editors Berkley Driscoll Teresa Read 24th July 2020 Radnor Gardens, Strawberry Hill Photo by Berkley Driscoll TickerTape - News in Brief ASK No More? It is understood that the ASK Italian restaurants at Twickenham Green and Kew Green will not be reopening and are permanently closed. While there are notices stating they are ‘Temporarily Closed’ neither venue is included in the list of restaurants opening at the end of July, as shown on ASK’s website. Teddington Lock Anti-Social Behaviour There are reports of continued anti-social behaviour at Teddington Lock, which includes people jumping off the bridge and damage caused at Teddington Harbour. Amyand Park Road Robbery On Sunday 19th July a 17-year-old boy was assaulted and his £400 Armani watch stolen. Later that evening police were called to Knellar Hall, School of Music, where three males were found on the premises. A 16-year-old matched a description of one of the Amyand Park suspects and was found in possession of an Armani watch; he was subsequently arrested for robbery. Book Now To Visit Townmead Road Waste And Recycling Centre! Online booking is now in place at Townmead Road, Household Waste and Recycling Centre operational from today (20 July), with allocated appointments being fully booked through until 26 July. -
Elfde Nederlandse Trainerscongres
TRAINERSCONGRES Tekst: Sander de Vries Elfde Nederlandse Trainerscongres Veelzijdigheid Dat gold niet voor Minno van der Werff, trainer van derdeklasser VV Rijperkerk uit Friesland. Hij volgde de coördinatietraining, die gelijktijdig met Life Kinetik plaatsvond. Deze troef in Zwolle sessie werd verzorgd door Hans Tan- ner, een Zwitser die onder meer een verleden heeft bij FC Zürich. “Ik ben Het elfde Nederlandse Trainerscongres werd ge- een fan van de ladders waar Tanner kenmerkt door een gevarieerd programma. Ruim gebruik van maakte”, zegt Van der Werff. “Het is echter wel belangrijk duizend voetbaltrainers waren aanwezig in het dat je het niveau waarop je traint in multifunctionele IJsseldelta Stadion van PEC Zwolle, het achterhoofd houdt. Lang niet ie- dat zich wederom een warme gastheer toonde. dere voetballer van mij heeft baat bij zo’n coördinatietraining. Toch neem De organisatie, die in handen was van zodat ik mij verder in Life Kinetik kan ik deze informatie wel mee, voor de het CBV, de VVON, De Voetbaltrainer verdiepen. Je wilt je als trainer toch zo enkelingen die daar wel profijt van en de KNVB ontving veel lovende breed mogelijk blijven ontwikkelen.” kunnen hebben.” woorden over de workshop Life Kine- tik. Dat is een wetenschappelijk on- derbouwd trainingsprogramma, met als doel om het prestatievermogen van de hersenen uit te dagen. “Erg interessant”, vond John van ’t Schip. Hij verblijft sinds enkele weken weer in Nederland, na zijn avontuur bij de Mexicaanse topclub Chivas. “Life Kinetik draait om sneller denken en handelen, reactievermogen en beslis- Volgens Booy is het Trainerscongres Tussen de demonstraties was er voor singen nemen. -
Card Set # Player Team Seq. All-Time Legends 1 David Beckham
Card Set # Player Team Seq. All-Time Legends 1 David Beckham Manchester United 25 All-Time Legends 2 Deco Chelsea FC 99 All-Time Legends 3 Dennis Bergkamp Arsenal 5 All-Time Legends 4 Gary Neville Manchester United 20 All-Time Legends 5 Graeme Le Saux Chelsea FC 99 All-Time Legends 6 Ian Wright Crystal Palace 99 All-Time Legends 7 Jonas Olsson West Bromwich Albion 7 All-Time Legends 8 Lee Dixon Arsenal 99 All-Time Legends 9 Mathieu Flamini Arsenal 99 All-Time Legends 10 Wayne Rooney Manchester United 99 All-Time Legends Emerald 1 David Beckham Manchester United 5 All-Time Legends Emerald 2 Deco Chelsea FC 5 All-Time Legends Emerald 3 Dennis Bergkamp Arsenal 2 All-Time Legends Emerald 4 Gary Neville Manchester United 5 All-Time Legends Emerald 5 Graeme Le Saux Chelsea FC 5 All-Time Legends Emerald 6 Ian Wright Crystal Palace 5 All-Time Legends Emerald 7 Jonas Olsson West Bromwich Albion 2 All-Time Legends Emerald 8 Lee Dixon Arsenal 5 All-Time Legends Emerald 9 Mathieu Flamini Arsenal 5 All-Time Legends Emerald 10 Wayne Rooney Manchester United 5 All-Time Legends Gold 1 David Beckham Manchester United 10 All-Time Legends Gold 2 Deco Chelsea FC 10 All-Time Legends Gold 3 Dennis Bergkamp Arsenal 3 All-Time Legends Gold 4 Gary Neville Manchester United 10 All-Time Legends Gold 5 Graeme Le Saux Chelsea FC 10 All-Time Legends Gold 6 Ian Wright Crystal Palace 10 All-Time Legends Gold 7 Jonas Olsson West Bromwich Albion 3 All-Time Legends Gold 8 Lee Dixon Arsenal 10 All-Time Legends Gold 9 Mathieu Flamini Arsenal 10 All-Time Legends Gold 10 Wayne