2011

Learning to Rank for Information Retrieval

Authors:

ISBN: 978-3-642-14266-6 (Print) 978-3-642-14267-3 (Online)

Table of contents (22 chapters)

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  1. Front Matter

    Pages I-XVII

  2. Overview of Learning to Rank

    1. Front Matter

      Pages 1-1

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      Book Chapter

      Pages 3-30

      Introduction

  3. Major Approaches to Learning to Rank

    1. Front Matter

      Pages 31-31

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      Book Chapter

      Pages 33-47

      The Pointwise Approach

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      Book Chapter

      Pages 49-70

      The Pairwise Approach

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      Book Chapter

      Pages 71-88

      The Listwise Approach

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      Book Chapter

      Pages 89-99

      Analysis of the Approaches

  4. Advanced Topics in Learning to Rank

    1. Front Matter

      Pages 101-101

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      Book Chapter

      Pages 103-111

      Relational Ranking

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      Book Chapter

      Pages 113-121

      Query-Dependent Ranking

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      Book Chapter

      Pages 123-126

      Semi-supervised Ranking

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      Book Chapter

      Pages 127-130

      Transfer Ranking

  5. Benchmark Datasets for Learning to Rank

    1. Front Matter

      Pages 131-131

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      Book Chapter

      Pages 133-143

      The LETOR Datasets

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      Book Chapter

      Pages 145-152

      Experimental Results on LETOR

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      Book Chapter

      Pages 153-155

      Other Datasets

  6. Practical Issues in Learning to Rank

    1. Front Matter

      Pages 157-157

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      Book Chapter

      Pages 159-179

      Data Preprocessing for Learning to Rank

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      Book Chapter

      Pages 181-191

      Applications of Learning to Rank

  7. Theories in Learning to Rank

    1. Front Matter

      Pages 193-193

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      Book Chapter

      Pages 195-200

      Statistical Learning Theory for Ranking

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      Book Chapter

      Pages 201-209

      Statistical Ranking Framework

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      Book Chapter

      Pages 211-222

      Generalization Analysis for Ranking

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      Book Chapter

      Pages 223-231

      Statistical Consistency for Ranking

  8. Summary and Outlook

    1. Front Matter

      Pages 233-233

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      Book Chapter

      Pages 235-240

      Summary

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      Book Chapter

      Pages 241-248

      Future Work

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