Cost-sensitive machine learning
by Krishnapuram, Balaji Rao, Bharat Yu, Shipeng
Title Statements
- Full title :Cost-sensitive machine learning / edited by Balaji Krishnapuram, Shipeng Yu, Bharat Rao.
Edition Statements
- Publication Date:©2012.
Publication Statements
- Publisher(s):CRC Press
- Place of Publication:Boca Raton, FL
- Language:eng
- Publication Date:©2012.
The Physical Object
- Description:1 online resource (xviii, 313 pages : : illustrations.)
Edition Identifiers
- ISBN:9780429106507, 0429106505
- oclc:on1330982920
- LC Classification:Q325.5
- Dewey Decimal:006.3/1
Table of Contents
Theorectical Underpinnings Of Cost-Senstive Machine Learning -- Algorithms for Active Learning / Burr Settles -- Semi-Supervised Learning: Some Recent Advances / Xueyuan Zhou, Ankan Saha, and Vikas Sindhwani -- Transfer Learning, Multi-Task Learning, and Cost-Sensitive Learning / Bin Cao, Yu Zhang, and Qiang Yang -- Cost-Sensitive Cascades / Vikas C. Raykar -- Selective Data Acquisition for Machine Learning / Josh Attenberg, Prem Melville, Foster Provost, and Maytal Saar-Tsechansky -- Cost-Sensitive Machine Learning Applications -- Minimizing Annotation Costs in Visual Category Learning / Sudheendra Vijayanarasimhan and Kristen Grauman -- Reliability and Redundancy: Reducing Error Cost in Medical Imaging / X.S. Zhou, Y. Zhan, Z. Peng, M. Dewan, B. Jian, A. Krishnan, M. Harder, R. Schwarz, L. Lauer, H. Meyer, S. Grosskopf, U. Feuerlein, H. Ditt, and M. Scheuering -- Cost-Sensitive Learning in Computational Advertising / Deepak Agarwal -- Cost-Sensitive Machine Learning for Information Retrieval / Martin Szummer and Filip Radlinski.
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