Learning to Rank for Information Retrieval

Overview of Learning to Ran

Overview of Learning to Ran

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Introduction

Major Approaches to Learning to Rank

Major Approaches to Learning to Rank

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pointwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Pairwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

The Listwise Approach

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Analysis of the Approaches

Advanced Topics in Learning to Rank

Advanced Topics in Learning to Rank

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Relational Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Query-Dependent Ranking

Semi-supervised Ranking

Semi-supervised Ranking

Semi-supervised Ranking

Semi-supervised Ranking

Transfer Ranking

Transfer Ranking

Transfer Ranking

Transfer Ranking

Benchmark Datasets for Learning to Rank

Benchmark Datasets for Learning to Rank

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

The LETOR Datasets

Experimental Results on LETOR

Experimental Results on LETOR

Experimental Results on LETOR

Experimental Results on LETOR

Experimental Results on LETOR

Experimental Results on LETOR

Experimental Results on LETOR

Experimental Results on LETOR

Other Datasets

Other Datasets

Other Datasets

Other Datasets

Practical Issues in Learning to Rank

Practical Issues in Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Data Preprocessing for Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Applications of Learning to Rank

Theories in Learning to Rank

Theories in Learning to Rank

Statistical Learning Theory for Ranking

Statistical Learning Theory for Ranking

Statistical Learning Theory for Ranking

Statistical Learning Theory for Ranking

Statistical Learning Theory for Ranking

Statistical Learning Theory for Ranking

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Statistical Ranking Framework

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Generalization Analysis for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Statistical Consistency for Ranking

Summary and Outlook

Summary and Outlook

Summary

Summary

Summary

Summary

Summary

Summary

Future Work

Future Work

Future Work

Future Work

Future Work

Future Work

Future Work

Future Work

Appendix

Appendix

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Mathematical Background

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning

Machine Learning