Towards Stable Machine Learning Model Retraining via Slowly Varying Sequences

Dimitris Bertsimas, Vassilis Digalakis, Yu Ma +1

We consider the problem of retraining machine learning (ML) models when new batches of data become available. Existing approaches greedily optimize for predictive power independent…