Using relevance to train a linear mixture of experts

作者: Christopher C Vogt , Garrison W Cottrell , Richard K Belew , Brian T Bartell , None

DOI:

关键词: Linear combinationData miningStatisticComputer scienceVector spaceRelevance (information retrieval)Mixture of experts

摘要: A linear mixture of experts is used to combine three standard IR systems. The parameters for the are determined automatically through training on document relevance assessments via optimization a rank-order statistic which empirically correlated with average precision. improves performance in some cases and degrades it others, degradations possibly due techniques, model strength, poor individual

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