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Semantic Entity extraction from Sports Tweets

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Extracting Semantic Entities and Events from Sports Tweets Smitashree Choudhury, John G. Breslin Digital Enterprise Research Institute, NUI Galway DIATA 2011, 14-15 September Dusseldorf, Germany
Background ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Objective ,[object Object],[object Object],[object Object]
Present Video Annotation Scenario ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How Tweets Fit in … ,[object Object],[object Object],[object Object],[object Object]
Challenges in Tweets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Collection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Noise Filtering ,[object Object],[object Object],[object Object],[object Object]
Ground Truth Annotation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Features for Player ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Features for Player (domain concept in entity context) ,[object Object],#Cricket : Kevin O'Brien playing some glorious shots ..!! :) @slbry - Mooney smokes another over mid-wicket. Four !! :) #cwc2011 First SIX of tournament for Afridi!!! #cwc2011 Full Name FN LN Initials Initials+LN Context word Twitter handler Player hashtag Label Event Label Mooney Over mid-wicket John Mooney Four 0 0 1 0 0 1 1 1
Micro-Event Detection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Features for Micro-Event ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],# sixer from #kevinobrien for #ireland against #england #cricket Kevin O'Brien OUT ! Ireland 317/7 (48.1 ov) #ENGvsIRE #cricket #wc11 Crap O'Brien goes ARGH!!!
Tweet Volume ,[object Object],[object Object],[object Object],[object Object]
Result (Player detection) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Result (Event Detection) ,[object Object],[object Object],[object Object]
Result: Test on Dataset (independent) ,[object Object],[object Object],[object Object],[object Object]
Result: Feature weight ,[object Object]
Tweet to Timeline Localisation (not part of this paper) ,[object Object],[object Object],[object Object]
Observations and Future Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Semantic Entity extraction from Sports Tweets

  • 1. Extracting Semantic Entities and Events from Sports Tweets Smitashree Choudhury, John G. Breslin Digital Enterprise Research Institute, NUI Galway DIATA 2011, 14-15 September Dusseldorf, Germany
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