How does feature interaction impact recommendation algorithm

COMP7404 Project Group 11

https://github.com/2020comp7404-11/project

Setup

• Python 3.7 is needed, if your local python version is different, virtualenv should be used:

  # This part of instrcutcion is for OSX
  # Install python 3.7 via homebrew
  brew install python@3.7

  Init virtualenv in venv folder

  pip3 install virtualenv
  virtualenv -p /usr/local/opt/python@3.7/bin/python3 venv

  Activate the virtualenv

  source venv/bin/activate

• Install dependencies

  pip install -r requirements.txt #Install dependencies via pip

Running the demo

• Run all models and plot the AUC graph

  python demo.py

• Run individual model to get their AUC output

  python <model>.py

  For exmaple, to run xdeepfm

  python xdeepfm.py

Dataset

https://www.kaggle.com/c/GiveMeSomeCredit