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Learning to Rank for Information Retrieval

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Cover of 'Learning to Rank for Information Retrieval'

Table of Contents

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    Book Overview
  2. Altmetric Badge
    Chapter 1 Introduction
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    Chapter 2 The Pointwise Approach
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    Chapter 3 The Pairwise Approach
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    Chapter 4 The Listwise Approach
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    Chapter 5 Analysis of the Approaches
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    Chapter 6 Relational Ranking
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    Chapter 7 Query-Dependent Ranking
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    Chapter 8 Semi-supervised Ranking
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    Chapter 9 Transfer Ranking
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    Chapter 10 The LETOR Datasets
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    Chapter 11 Experimental Results on LETOR
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    Chapter 12 Other Datasets
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    Chapter 13 Data Preprocessing for Learning to Rank
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    Chapter 14 Applications of Learning to Rank
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    Chapter 15 Statistical Learning Theory for Ranking
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    Chapter 16 Statistical Ranking Framework
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    Chapter 17 Generalization Analysis for Ranking
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    Chapter 18 Statistical Consistency for Ranking
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    Chapter 19 Summary
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    Chapter 20 Future Work
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    Chapter 21 Mathematical Background
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    Chapter 22 Machine Learning
Attention for Chapter 21: Mathematical Background
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