Ilbin Lee

The Curse of Passive Data Collection in Batch Reinforcement Learning

2021 · arXiv (Cornell University)

In high stake applications, active experimentation may be considered too risky and thus data are often collected passively. While in simple cases, such as in bandits, passive and active data collection are similarly effective, the …