'World simulator realworld state' presentation slideshows

Monte-Carlo Planning: Basic Principles and Recent Progress

859 views • 73 slides

Monte-Carlo Planning: Basic Principles and Recent Progress

Monte-Carlo Planning: Basic Principles and Recent Progress. Alan Fern School of EECS Oregon State University. Outline. Preliminaries: Markov Decision Processes What is Monte-Carlo Planning? Uniform Monte-Carlo Single State Case (PAC Bandit) Policy rollout Sparse Sampling

837 views • 66 slides

Monte-Carlo Planning: Policy Improvement

Monte-Carlo Planning: Policy Improvement. Alan Fern . Monte-Carlo Planning. Often a simulator of a planning domain is available or can be learned from data. Conservation Planning. Fire & Emergency Response. 2. Large Worlds: Monte-Carlo Approach.

606 views • 42 slides

Monte-Carlo Planning: Policy Improvement

Monte-Carlo Planning: Policy Improvement. Alan Fern. Monte-Carlo Planning. Often a simulator of a planning domain is available or can be learned from data. Conservation Planning. Fire & Emergency Response. 2. Large Worlds: Monte-Carlo Approach.

534 views • 38 slides