Rice Scores First Hammers Goal to Defeat Arsenal Fulham Sunk by Two Own Goals at Burnley
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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 -
Liverpool Sink West Ham to Move an Incredible 19 Points Clear
Friday 47 Sports Friday, January 31, 2020 Liverpool sink West Ham to move an incredible 19 points clear LONDON: Liverpool moved an incredible 19 teams in the league at least once this season — points clear at the top of the Premier League as the first time the club have achieved that feat in Mohamed Salah and Alex Oxlade-Chamberlain the top-flight. Klopp attracted criticism for an- secured a 2-0 win at West Ham on Wednesday. nouncing he and his first-team players won’t be Jurgen Klopp’s side have turned the title race present for the FA Cup fourth round replay into a procession and the runaway leaders saw against Shrewsbury next week as it falls within off struggling West Ham to make it a remarkable the Premier League’s winter break. 23 victories from 24 league games this season. Instead, Klopp will send Liverpool’s youth Salah opened the scoring with a first half team to the match, but at this rate they will win penalty at the London Stadium and Oxlade- the title so early that his stars will have plenty of Chamberlain wrapped up Liverpool’s 15th suc- time to put their feet up in the final weeks of the cessive league win after the interval. Second domestic season. placed Manchester City are now so far behind Faced with West Ham’s massed defence and Liverpool that the question is not if but when lacking the pace and penetration usually pro- the Reds clinch their first English league title vided by the injured Sadio Mane, Liverpool ini- since 1990. -
Community League Boosts Grassroots Football in Qatar
FFOOTBALLOOTBALL | Page 4 RUGBY | Page 6 Spurs draw Ireland edge with Chelsea, past Georgia Cavani sparks in Autumn United Nations Cup Monday, November 30, 2020 CRICKET Rabia II 15, 1442 AH Another Smith ton GULF TIMES helps Australia take ODI series vs India SPORT Page 7 FOCUS Securing Sport: Event goes virtual in a changing world The four-day flagship conference by ICSS will run from December 1-4 with eminent speakers from around the world By Sports Reporter and leaders from organisations general work objectives and fu- and experts in the fi eld.” Doha across sectors united on a virtual ture endeavours in safeguard- The confi rmed speaker lineup platform. ing sport as a common good includes, Miguel Angel Morati- Given the times we live in, for humankind. I look forward nos, High Representative of the he International Cen- Montanari said that besides the for thought leaders coming to- United Nations Alliance of Civi- tre for Sport Security pandemic, “recession” is a con- gether next few days to analyse lizations (UNAOC); Staff an De (ICSS) will convene its cern to the sports industry too. some of the most pressing cur- Mistura, former Under-Secre- Tfl agship conference Se- “The type of conversation rent challenges facing the world tary-General and United Nations curing Sport on a virtual plat- we have will not be limited to of sport.” Special Envoy for Syria, Afghani- form under the theme ‘Building whether we will play or not play. Saleh Salem al-Eida, Special stan, Iraq and Lebanon; Con- Resilience in an Ever-Changing Conversation will be broader. -
Bl Ät Tc He Bl Ät Tc He Bl Ät Tc He
19. SPIELTAG | #SGEBSC 30.01.2021 | 15.30 UHR BLÄTTCHE BLÄTTCHE BLÄTTCHE GUDE EINTRACHT-FANS, Michael Apitz greift es in unserem Unsere Mannschaft ist seit sieben Adlergebabbel auf: Zum zweiten Spielen ungeschlagen, hat aus die- Mal binnen weniger Wochen (zuvor sen Partien 17 Punkte geholt und in Mainz) trifft die Eintracht auf ei- steht in der imaginären Tabelle des nen Gegner, dessen Trainer erst- Kalenderjahres auf Rang eins. Die mals an der Seitenlinie steht. Wobei Heimbilanz gegen die Hertha in die- dies bei Pál Dárdai relativ ist, denn sem Jahrtausend ist mit nur zwei der Ungar ist in dieser Woche in sei- Siegen ausbaufähig – nicht nur des- ne zweite Amtszeit bei den Profis halb wünschen wir uns einen Dreier von Hertha BSC gestartet. gegen die Alte Dame! EINTRACHT TRAUERT UM … … Dr. Georg Degenhardt. Bis 1997 und damit fast drei Jahrzehnte war der Chirurg Mannschaftsarzt der Adlerträger. Als „dessen Meisterstück“ be- zeichnet Karl-Heinz Körbel die Tatsache, dass „nach meinem Schien- und Wadenbeinbruch im Mai 1984 das Karriereende drohte – aber er hat mich wieder hinbekommen.“ Körbel feierte schon nach drei Monaten sein Come- back. Degenhardt, der 2018 mit dem Pokalexpress nach Berlin gereist war, verstarb am vergangenen Dienstag im Alter von 83 Jahren. IMPRESSUM: Herausgeber Eintracht Frankfurt Fußball AG | Verantwortlich Jan M. Strasheim Redaktion Michael Wiener | Fotos Max Galys, Jan Hübner, Franziska Rappl, Eintracht-Archiv Layout media tools – business communication GmbH ADLERGEBABBEL DER GEGNER TRAINER UND TAKTIK VERTRAUTES NEULAND Nur ein Zähler und ein eigener Tref- fer aus den jüngsten vier Spielen, 17 Punkte nach 18 Partien und Tabellenplatz 14 – zu wenig für die Er- wartungen der Hertha. -
Identifying Diversity of Thought on Social Media
Wright State University CORE Scholar Browse all Theses and Dissertations Theses and Dissertations 2019 Identifying Diversity of Thought on Social Media Beth Bullemer Wright State University Follow this and additional works at: https://corescholar.libraries.wright.edu/etd_all Part of the Industrial and Organizational Psychology Commons Repository Citation Bullemer, Beth, "Identifying Diversity of Thought on Social Media" (2019). Browse all Theses and Dissertations. 2154. https://corescholar.libraries.wright.edu/etd_all/2154 This Dissertation is brought to you for free and open access by the Theses and Dissertations at CORE Scholar. It has been accepted for inclusion in Browse all Theses and Dissertations by an authorized administrator of CORE Scholar. For more information, please contact [email protected]. IDENTIFYING DIVERSITY OF THOUGHT ON SOCIAL MEDIA A dissertation submitted in partial fulfillment of the requirements for the degree of Doctor of Philosophy by BETH BULLEMER B.F.A., Carnegie Mellon University, 2004 M.S., Wright State University, 2015 2019 Wright State University WRIGHT STATE UNIVERSITY GRADUATE SCHOOL April 23, 2019 I HEREBY RECOMMEND THAT THE DISSERTATION PREPARED UNDER MY SUPERVISION BY Beth Bullemer ENTITLED Identifying Diversity of Thought on Social Media BE ACCEPTED IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF Doctor of Philosophy. Valerie L. Shalin, Ph.D. Dissertation Director Scott N. J. Watamaniuk, Ph.D. Graduate Program Director Debra Steele-Johnson, Ph.D. Chair, Department of Psychology Barry Milligan, Ph.D. Interim Dean of the Graduate School Committee on Final Examination: Gary Burns, Ph.D. Joe Houpt, Ph.D. Valerie L. Shalin, Ph.D. Amit Sheth, Ph.D. -
October 22, 2016
www.thepeninsulaqatar.com PAGE | 21 PAGE | 22 Crutchlow fastest as Europa League: rain ruins practice Pogba at the doubleble Down Under for Man United SATURDAY 22 OCTOBER 2016 • 21 MOHARRAM 1438 thepeninsulaqatar @peninsulaqatar @peninsula_qatar QATAR STARS LEAGUE Thursday’s Results Al Khor 1 Al Kharaitiyat 1 Al Sadd trounce Muaither as Al Shahaniya 1 Al Gharafa 1 Yesterday’s Results Al Sadd 4 Muaither SC 2 Umm Salal 0 Al Sailiya 0 Umm Salal and Al Sailiya draw Today’s matches Al Rayyan vs El Jaish at Jassim Bin Hamad Stadium, 5.30pm forward dribbled the ball into the Umm Salal looked content to sit Al Wakrah vs Lekhwiya at Saoud Bin Abdel Kasola, Bounedjah box, lined the shot up with his left back and play on the counter, a tac- Rahman Stadium, 7.40pm foot, cut back to his right and then tic that nearly paid dividends on the and Hassan goals put the ball into the net, to give the 68th minute after Hilal Mohammed give Wolves their Stallions a lifeline. made a darting run into Al Sailiya’s Muaither grabbed another goal half and struck a sweet ball to Umm third victory in four in the seventy eighth minute of Salal’s, Tha’er Bawab, who despite QSL matches the game from the penalty spot. Al finding himself in acres of space in Neymar signs new Sadd defender Abdelkarim Hassan the box was unable to control the brought down Muaither’s forward, ball and test the Peregrines keeper, Barcelona deal The Peninsula Ayoub Ouadrassi in the penalty box Gregory Gomis. -
Langzeitwettenprogramm
LANGZEITWETTENPROGRAMM Hier geht’s zum Download des aktuellen Wettprogramms programm.tipster.de FOLGE DEINEM INSTINKT Langzeitwetten Samstag, 25.09.2021 Fußball UEFA Champions League 20212022 Spiel-Nr. Quote SW Gesamtsieger AK12 Sa 28.05.2022 Manchester City 5,00 1 Paris St. Germain 5,50 36 Bayern München 6,30 13 FC Chelsea 7,50 2 FC Liverpool 9,00 3 Manchester Utd 13,0 127 Real Madrid 18,0 5 Atletico Madrid 30,0 6 Juventus Turin 30,0 37 Borussia Dortmund 35,0 14 FC Barcelona 40,0 7 Ajax Amsterdam 60,0 23 Inter Mailand 60,0 46 FC Sevilla 70,0 134 Atalanta Bergamo 125 47 RB Leipzig 200 15 AC Milan 200 135 OSC Lille 300 35 VFL Wolfsburg 300 136 Villareal 350 137 Benfica Lissabon 400 24 RB Salzburg 400 34 Sporting 400 145 Zenit St. Petersburg 700 124 Young Boys 800 234 FC Brügge 1000 25 Schachtar Donezk 1000 123 Dynamo Kiew 1000 126 Besiktas JK 1000 147 Malmö FF 1000 167 Sheriff Tiraspol 1000 235 Finale : Sankt Petersburg UEFA Champions League 20212022 Spiel-Nr. Quote SW Platz 12 Alle Angaben ohne Gewähr. Quotenänderungen vorbehalten. Es gelten die ausgehängten Wettbestimmungen. 25.09.2021 03:00:01 Seite 2 / 153 Bitte beachten Sie, dass ggf. einzelne Wettarten aufgrund von behördlichen Auflagen in diesem Shop nicht angeboten werden können und somit nicht spielbar sind. UEFA Champions League 20212022 Spiel-Nr. Quote SW Platz 12 CN78 Sa 28.05.2022 Manchester City 2,50 1 Paris St. Germain 2,60 36 Bayern München 3,50 13 FC Chelsea 4,00 2 FC Liverpool 4,50 3 Manchester United 6,50 145 Real Madrid 8,00 5 Atletico Madrid 10,0 6 Juventus Turin 11,0 37 Borussia Dortmund 12,0 14 FC Barcelona 15,0 7 Finale : Sankt Petersburg UEFA Champions League 20212022 Spiel-Nr. -
STAR of the DAY Joseph Schooling of Singapore
OLYMPICS | Page 5 CCRICKETRICKET | Page 11 ‘Sluggish’ Younis and Bolt does Shah take To Advertise here enough in Pakistan to Call: 444 11 300, 444 66 621 100m heats brink of win Sunday, August 14, 2016 Dhul-Qa’da 11, 1437 AH SWIMMING Super Schooling TIMES upsets Phelps to win butterfl y gold Page 2 SPOTLIGHT/ QATAR ROUND-UP Medals tally Country G S B T Country G S B T United States 21 14 17 52 Romania 1 1 2 4 China 3 11 17 41 Belgium 1 1 1 3 Great Britain 8 10 6 24 Slovenia 1 1 1 3 Denmark edge Germany 8 4 3 15 Belarus 1 1 0 2 Japan 7 3 14 24 Colombia 1 1 0 2 Australia 6 6 7 19 Slovakia 1 1 0 2 South Korea 6 3 4 13 Vietnam 1 1 0 2 Russia 5 9 8 22 Czech Republic 1 0 4 5 France 5 8 5 18 Chinese Taipei 1 0 2 3 Qatar in thriller Italy 5 7 4 16 Ethiopia 1 0 1 2 Haroun advances in 400m, but Ogunode fails to qualify in 100m Hungary 5 3 3 11 Greece 1 0 1 2 Spain 3 0 2 5 Indt. Ol Athlts 1 0 1 2 New Zealand 2 6 0 8 Argentina 1 0 0 1 Canada 2 2 6 10 Fiji 1 0 0 1 Kazakhstan 2 2 3 7 Iran 1 0 0 1 Netherlands 2 2 3 7 Kosovo 1 0 0 1 Thailand 2 1 1 4 Singapore 1 0 0 1 Croatia 2 1 0 3 South Africa 0 4 1 5 Switzerland 2 0 1 3 Denmark 0 2 2 4 Sweden 1 3 1 5 Ukraine 0 2 1 3 North Korea 1 2 2 5 Azerbaijan 0 2 0 2 Brazil 1 1 2 4 Indonesia 0 2 0 2 Poland 1 1 2 4 Cuba 0 1 1 2 STAR OF THE DAY Joseph Schooling of Singapore The Star of the Day is Singapore’s Joseph Schooling, who beat swimming great Michael Phelps to win his country’s first Olympic gold medal and became an instant millionaire in the process. -
P28.E$S Layout 1
Established 1961 Sport MONDAY, NOVEMBER 4, 2019 Bottas on pole at US Grand 76ers stun Blazers on Korkmaz De Ligt keeps Juventus top and 25Prix, Hamilton starts in fifth 26 3-pointer with 0.4 seconds left 27 Inter at bay with derby winner Leicester seal victory at Palace Everton deny Tottenham long-awaited away win LONDON: Leicester City’s English defender Ben Chilwell (2L) jumps over Crystal Palace’s Scottish midfielder James McArthur during the English Premier League football match between Crystal Palace and Leicester City at Selhurst Park in south London yesterday. — AFP LONDON: Leicester City underlined their league victory to put them back above have so many options and it can only bene- gest Leicester can sustain their challenge. after the hour mark. Premier League top-four credentials as Chelsea into third place on goal difference fit us.” After an even first half of few “They carry a very clear goal threat and Everton were then left frustrated as Alli goals by Caglar Soyuncu and Jamie Vardy with 23 points from 11 games. chances, Leicester looked the more likely that’s a major difference,” he said. “The was not penalised for a handball inside his sealed a clinical 2-0 victory at Crystal They are only two points behind cham- side to score after the break, especially service (Vardy) is getting now and the abili- own area despite a lengthy delay for a VAR Palace yesterday. pions Manchester City, who are in second from the set piece deliveries of Maddison. ty of the midfield to keep the ball is elevat- review. -
January 25, 2021
www.tiryimyim.in Regd. No. RNI. NAGAAO/ 2004 / 13113. Postal-NE/RN-717. e-mail : [email protected] TAPAK 10 TAPAK 8 Rajasthan Royals-i director of Navalny busema longkak cricket asütsü Sangakkara shim aiter nisung 3,000 shi puogo VOL. XVIII NO. 101 (ADOK 101) DIMAPUR TENTONÜ (MONDAY) AENJETI (JANUARY) 25, 2021 ` 5.00 Steering Committee züngsem Hutovi Chishi-i jangjashitsür Aluyimertemi R-Day Parade nung timtem magütsütsüla: Delhi Police Dimapur, January 24 (TYO): Steering Committee, NSCN nung Steering Committee nung Convener Co-convener aser Convener mapa toktsüba atema social media inyaktsü maongka agütsüba atema nung osang tiyazü prokshir ta kanga pelar" ta paisa ashi. Executive Member aser taoba "Collective Leadership ajanga Steering Committee, NSCN Convener, mapa balala lemzüktsür aser NSCN- Hutovi Chishi-i tanü metetdaktsüogo. i kibong ka ama tetsükdaktsü ajak NSCN indang Steering ajangteta aruogo. Naga yimtenren Committee nung teti mapa mapa atema NSCN-i maneni kibong melentepa inyaker saka IB ka ama inyaktsü" ta Hutovi Chishi- (Intelligence Bureau) ajanga tasa isa metetdaktsü. atonga NSCN anemer kari osang Ni NSCN züngsem ka ama tiyazü prokshir, ta Hutovi Chishi-i inyaka arudang iba ama mapang sangdong ka nung ashi. ajuruba atema kanga sasa bilemer, "Collective Leadership-i kü nem ta paisa shisem. Amit Shah-i Assam semdangdang wako tanak atsüket Guwahati, January 24 (Agencies): Külen, Gohpur nung wako Aluyimertemi Republic Day nung tractor rally nung shilem agitsü atema Delhi-i aodang agiba noksa angur. Union Home Minister Amit Shah-i tanak kar atsüketba sülen police Deobarnü Assam semdangdang aser AASU züngsemtem tsüngda New Delhi, January 24 atema Delhi telungi aittsü aser Aluyimertemi ozüngi melaba ama All Assam Students' Union raratepba osang angazükogo.