Risk-Sensitive Reinforcement Learning via Policy Gradient Search
Author:   Prashanth L. A. ,  Michael C. Fu
Publisher:   now publishers Inc
ISBN:  

9781638280262


Pages:   170
Publication Date:   15 June 2022
Format:   Paperback
Availability:   In Print   Availability explained
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Risk-Sensitive Reinforcement Learning via Policy Gradient Search


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Author:   Prashanth L. A. ,  Michael C. Fu
Publisher:   now publishers Inc
Imprint:   now publishers Inc
Weight:   0.249kg
ISBN:  

9781638280262


ISBN 10:   1638280266
Pages:   170
Publication Date:   15 June 2022
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

1. Introduction 2. Markov Decision Processes 3. Risk Measures 4. Background on Policy Evaluation and Gradient Estimation 5. Policy Gradient Templates for Risk-sensitive RL 6. MDPs with Risk as the Constraint 7. MDPs with Risk as the Objective 8. Conclusions and Future Challenges Acknowledgements References

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