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" Cost-sensitive machine learning / edited by Balaji Krishnapuram, Shipeng Yu, Bharat Rao "
Document Type
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BL
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Record Number
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643188
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Doc. No
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dltt
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Main Entry
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Krishnapuram, Balaji
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Title & Author
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Cost-sensitive machine learning / edited by Balaji Krishnapuram, Shipeng Yu, Bharat Rao
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Series Statement
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Chapman & Hall/CRC machine learning & pattern recognition series
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Page. NO
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xviii, 313 pages :: illustrations,; 25 cm
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ISBN
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1439839255
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: 9781439839256
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Bibliographies/Indexes
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Includes bibliographical references and index
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Includes bibliographical references and index
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Contents
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I. Theoretical underpinnings of cost-sensitive machine learning -- Algorithms for active learning -- Semi-supervised learning: some recent advances -- Transfer learning, multi-task learning, and cost-sensitive learning -- Cost-sensitive cascades -- Selective data acquisition for machine learning -- II. Cost-sensitive machine learning applications -- minimizing annotation costs in visual category learning -- Reliability and redundancy: reducing error cost in medical imaging -- Cost-sensitive learning in computational advertising -- Cost-sensitive machine learning for information retrieval
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Subject
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Machine learning
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Subject
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Software engineering
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