/tensorflow-LTR

Tensorflow implementations of various Learning to Rank (LTR) algorithms.

Primary LanguagePython

tensorflow-LTR

Introduction

This project is copied from the github of Chenglongchen, and my purpose is to learning more details of LTR by the implemention for various models. Base on what has been finished, I will implement more models.

Models for LTR

  • point-wise

    • LR
    • DNN

  • pair-wise

    • RankNet
    • LambdaRank

  • list-wise

    • ListNet

Referances

[1].ICML2005, Microsoft. Learning to Rank using Gradient Descent
[2].Report2010, MSRA. From RankNet to LambdaRank to LambdaMART-An overview
[3].Fly Adser. LTR预估：从慕名而来到一探深浅
[4].Fly Adser. LTR预估：从一探深浅到实战演练