398 citations · 2.8k across the 98 of their papers we have counts for
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stat.ML2010
An Introduction to Conditional Random Fields
Charles Sutton, Andrew McCallum
Often we wish to predict a large number of variables that depend on each other as well as on other observed variables. Structured prediction methods are essentially a combination o…
cs.AI2010★ 18 cited
Distantly Labeling Data for Large Scale Cross-Document Coreference
Sameer Singh, Michael Wick, Andrew McCallum
Cross-document coreference, the problem of resolving entity mentions across multi-document collections, is crucial to automated knowledge base construction and data mining tasks. H…
cs.DB2010
Scalable Probabilistic Databases with Factor Graphs and MCMC
Michael Wick, Andrew McCallum, Gerome Miklau
Probabilistic databases play a crucial role in the management and understanding of uncertain data. However, incorporating probabilities into the semantics of incomplete databases h…