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EMNLP
2009
14 years 11 months ago
On the Use of Virtual Evidence in Conditional Random Fields
Virtual evidence (VE), first introduced by (Pearl, 1988), provides a convenient way of incorporating prior knowledge into Bayesian networks. This work generalizes the use of VE to...
Xiao Li
ICDE
2012
IEEE
267views Database» more  ICDE 2012»
13 years 4 months ago
Scalable and Numerically Stable Descriptive Statistics in SystemML
—With the exponential growth in the amount of data that is being generated in recent years, there is a pressing need for applying machine learning algorithms to large data sets. ...
Yuanyuan Tian, Shirish Tatikonda, Berthold Reinwal...
CICLING
2007
Springer
15 years 8 months ago
Learning for Semantic Parsing
Semantic parsing is the task of mapping a natural language sentence into a complete, formal meaning representation. Over the past decade, we have developed a number of machine lear...
Raymond J. Mooney
EACL
2009
ACL Anthology
16 years 2 months ago
Gossip Galore - A Self-Learning Agent for Exchanging Pop Trivia
Xiwen Cheng, Peter Adolphs, Feiyu Xu, Hans Uszkore...
JGO
2010
117views more  JGO 2010»
15 years 5 days ago
Machine learning problems from optimization perspective
Both optimization and learning play important roles in a system for intelligent tasks. On one hand, we introduce three types of optimization tasks studied in the machine learning l...
Lei Xu