Reinforcement Learning and Stochastic OptimizationClearing the jungle of stochastic optimization Sequential decision problems, which consist of decision, information, decision, information, are ubiquitous, spanning virtually every human activity ranging from business applications, health (personal and public health, and medical decision making), energy, the sciences, all fields of engineering, finance, and e commerce. The diversity of applications attracted the attention of at least 15 distinct