Weight-based boosting model for cross-domain relevance ranking adaptation

Adaptation techniques based on importance weighting were shown effective for RankSVM and RankNet, viz., each training instance is assigned a target weight denoting its importance to the target domain and incorporated into loss functions. In this work, we extend RankBoost using importance weighting f...

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Bibliographic Details
Main Authors: CAI, Peng, GAO, Wei, WONG, Kam-Fai, ZHOU, Aoying
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2011
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Online Access:https://ink.library.smu.edu.sg/sis_research/4596
https://ink.library.smu.edu.sg/context/sis_research/article/5599/viewcontent/Weight.pdf
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Institution: Singapore Management University
Language: English