On Domain Similarity and Effectiveness of Adapting to Rank

TitleOn Domain Similarity and Effectiveness of Adapting to Rank
Publication TypeConference Paper
Year of Publication2009
AuthorsBelle Tseng, Jing Bai, Srihari Reddy, Keke Chen
Conference NameOn Domain Similarity and Effectiveness of Adapting to Rank
Abstract

Adapting to rank address the the problem of insufficient domainspecificlabeled training data in learning to rank. However, theinitial study shows that adaptation is not always effective. In thispaper, we investigate the relationship between the domain similarityand the effectiveness of domain adaptation with the help of twodomain similarity measure: relevance correlation and sample distributioncorrelation.

Full Text

Keke Chen, Jing Bai, Srihari Reddy, and Belle Tseng, "On Domain Similarity and Effectiveness of Adapting to Rank," ACM Conference on Information and Knowledge Management (CIKM09), Hong Kong, China, November 2-6, 2008.
pages: TBA
year: 2009
hasEditor: TBA
venue name: ACM Conference on Information and Knowledge Management (CIKM09)
hasBookTitle: ACM Conference on Information and Knowledge Management (CIKM09)