Home-Credit-Default-Risk
LeaderBoard: https://www.kaggle.com/c/home-credit-default-risk/leaderboard
Discussion: https://www.kaggle.com/c/home-credit-default-risk/discussion/64722
I was in charge of feature engineering in this team.
Following are the features I made
Features
1. Current Application
- Simple calculation(delta, ratio, etc...)
2. Previous Application
- Aggregated features(all, 1year, 2years, 3years)
- last and first application
3. POS CASH balance
- Aggregated features(all, 1year, 2years, 3years)
4. Installments Payments
- Aggregated features(all, 1year, 2years, 3years)
5. Credit Card Balance
- Aggregated features(all, 1year, 2years, 3years)
6. Bureau
- Aggregated features(all, 1year, 2years, 3years)
- last and first application
7. Bureau Balance
- Aggregated features(all, 1year, 2years, 3years)
8. Other
- Aggregated features using above data(all, 1year, 2years, 3years)