Model-based Reinforcement Learning: A Survey by Thomas M. Moerland (English) Pap

Description: Model-based Reinforcement Learning by Thomas M. Moerland, Joost Broekens, Aske Plaat, Catholijn M. Jonker Estimated delivery 3-12 business days Format Paperback Condition Brand New Description Sequential decision making, commonly formalized as Markov Decision Process optimization, is an important challenge in artificial intelligence. Two key approaches to this problem are reinforcement learning and planning. This monograph surveys an integration of both fields, better known as model-based reinforcement learning. Publisher Description Sequential decision making, commonly formalized as Markov Decision Process (MDP) optimization, is an important challenge in artificial intelligence. Two key approaches to this problem are reinforcement learning (RL) and planning. This monograph surveys an integration of both fields, better known as model-based reinforcement learning. Model-based RL has two main steps: dynamics model learning and planning-learning integration. In this comprehensive survey of the topic, the authors first cover dynamics model learning, including challenges such as dealing with stochasticity, uncertainty, partial observability, and temporal abstraction. They then present a systematic categorization of planning-learning integration, including aspects such as: where to start planning, what budgets to allocate to planning and real data collection, how to plan, and how to integrate planning in the learning and acting loop.In conclusion the authors discuss implicit model-based RL as an end-to-end alternative for model learning and planning, and cover the potential benefits of model-based RL. Along the way, the authors draw connections to several related RL fields, including hierarchical RL and transfer learning. This monograph contains a broad conceptual overview of the combination of planning and learning for Markov Decision Process optimization. It provides a clear and complete introduction to the topic for students and researchers alike. Details ISBN 1638280568 ISBN-13 9781638280569 Title Model-based Reinforcement Learning Author Thomas M. Moerland, Joost Broekens, Aske Plaat, Catholijn M. Jonker Format Paperback Year 2023 Pages 130 Publisher now publishers Inc GE_Item_ID:139576613; About Us Grand Eagle Retail is the ideal place for all your shopping needs! With fast shipping, low prices, friendly service and over 1,000,000 in stock items - you're bound to find what you want, at a price you'll love! Shipping & Delivery Times Shipping is FREE to any address in USA. Please view eBay estimated delivery times at the top of the listing. Deliveries are made by either USPS or Courier. We are unable to deliver faster than stated. International deliveries will take 1-6 weeks. NOTE: We are unable to offer combined shipping for multiple items purchased. This is because our items are shipped from different locations. Returns If you wish to return an item, please consult our Returns Policy as below: Please contact Customer Services and request "Return Authorisation" before you send your item back to us. Unauthorised returns will not be accepted. Returns must be postmarked within 4 business days of authorisation and must be in resellable condition. Returns are shipped at the customer's risk. We cannot take responsibility for items which are lost or damaged in transit. For purchases where a shipping charge was paid, there will be no refund of the original shipping charge. Additional Questions If you have any questions please feel free to Contact Us. Categories Baby Books Electronics Fashion Games Health & Beauty Home, Garden & Pets Movies Music Sports & Outdoors Toys

Price: 106.47 USD

Location: Fairfield, Ohio

End Time: 2025-01-24T04:18:10.000Z

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