Cornell Research Proposal

Research Starting Plan

Jinning Li, 07/24/2018

Code Github: https://github.com/jinningli/ad-placement-pytorch

01 Code review of CrowdAI Rank1

[FINISH]

02 Try some mainstream linear models

  • Simple LR [FINISH]
  • XGBoost
  • LightGBM
  • FFM

Also try to adapt the objective function with propensity value.

03 Try some Deep Learning models

Consider how to combine propensity value

04 My own model

Develop my own propensity weighted deep click model

05 Apply some feature tricks

  • repeated features
  • feature overlap