AL-HardnessRecommendation

lc overview

User Guide

Run this line in your command prompt:

python al_recommendation.py --pool_path /path/to/your/prediction_pool

You will get the following message, asking to choose one of the supported selection strategies:

select

example

Currently supported selection strategies (committee-based)

  • Query by Committee

committee models: Logistic Regression, Random Forest Regressor, Support Vector Regression, Gradient Boosting trees, XGB

qbc

  • Query by bagging (entropy based)

draw with replacement

qbb

  • Adaptive max disagreement

split subset of features

amd

TBD

Margin-based strategies