Using confidence bounds for exploitation-exploration trade-offs
AuerPeter · Journal of Machine Learning Research · 2003
We show how a standard tool from statistics --- namely confidence bounds --- can be used to elegantly deal with situations which exhibit an exploitation-exploration trade-off. Our technique for des...