Confidence-aware graph regularization with heterogeneous pairwise features

• Main Authors: FANG, Yuan, HSU, Bo-June Paul, CHANG, Kevin Chen-Chuan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2012
• Subjects: confidence; applications in information retrieval; pairwise features; graph regularization; query intent classification; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/4061; https://ink.library.smu.edu.sg/context/sis_research/article/5064/viewcontent/ConfGraphReg2012.pdf
• Institution: Singapore Management University

Conventional classification methods tend to focus on features of individual objects, while missing out on potentially valuable pairwise features that capture the relationships between objects. Although recent developments on graph regularization exploit this aspect, existing works generally assume o...