Statistical Learning and Sequential Prediction

Overview & Synopsis

This book focuses on theoretical aspects of Statistical Learning and Sequential Prediction. Until recently, these two subjects have been treated separately within the learning community. It follows a unified approach to analyzing learning in both scenarios. To make this happen, it brings together ideas from probability and statistics, game theory, algorithms, and optimization. It is this blend of ideas that makes the subject interesting for us, and authors hope to convey the excitement.