Query based event extraction along a timeline

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Determinantal Point Processes for Machine Learning (2012, methodology): “Shahaf and Guestrin [128], for example, assume that the thread endpoints are specified, and Chieu and Lee [27] require a set of query words.”
Multimodal fusion for multimedia analysis: a survey (2010, methodology): “Often this has been addressed by performing the multimedia analysis tasks (such as event detection) over a timeline [29].”
Evolutionary timeline summarization: a balanced optimization framework via iterative substitution (2011, background): “The importance of dates is measured by the burstiness with probable signiﬁcant occurrences [2].”