Michael Valancius

Acquisition Conditioned Oracle for Nongreedy Active Feature Acquisition

We develop novel methodology for active feature acquisition (AFA), the study of sequentially acquiring a dynamic subset of features that minimizes acquisition costs whilst still yielding accurate inference. The AFA framework can be useful in a myriad of domains, including health care applications wh…