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"This text is unique in bringing together so many results hitherto found only in part in other texts and papers. . . . The text is fairly self-contained, inclusive of some basic mathematical results needed, and provides a rich diet of examples, applications, and exercises. The bibliographical material at the end of each chapter is excellent, not only from a historical perspective, but because it is valuable for researchers in acquiring a good perspective of the MDP research potential."
-Zentralblatt fur Mathematik
". . . it is of great value to advanced-level students, researchers, and professional practitioners of this field to have now a complete volume (with more than 600 pages) devoted to this topic. . . . Markov Decision Processes: Discrete Stochastic Dynamic Programming represents an up-to-date, unified, and rigorous treatment of theoretical and computational aspects of discrete-time Markov decision processes."
-Journal of the American Statistical Association
"This text is unique in bringing together so many results hitherto found only in part in other texts and papers. . . . The text is fairly self-contained, inclusive of some basic mathematical results needed, and provides a rich diet of examples, applications, and exercises. The bibliographical material at the end of each chapter is excellent, not only from a historical perspective, but because it is valuable for researchers in acquiring a good perspective of the MDP research potential."
-Zentralblatt fur Mathematik
". . . it is of great value to advanced-level students, researchers, and professional practitioners of this field to have now a complete volume (with more than 600 pages) devoted to this topic. . . . Markov Decision Processes: Discrete Stochastic Dynamic Programming represents an up-to-date, unified, and rigorous treatment of theoretical and computational aspects of discrete-time Markov decision processes."
-Journal of the American Statistical Association
1. Introduction.
2. Model Formulation.
3. Examples.
4. Finite-Horizon Markov Decision Processes.
5. Infinite-Horizon Models: Foundations.
6. Discounted Markov Decision Problems.
7. The Expected Total-Reward. Criterion.
8. Average Reward and Related Criteria.
9. The Average Reward Criterion-Multichain and Communicating Models.
10. Sensitive Discount Optimality.
11. Continuous-Time Models.
Afterword.
Notation.
Appendix A. Markov Chains.
Appendix B. Semicontinuous Functions.
Appendix C. Normed Linear Spaces.
Appendix D. Linear Programming.
Bibliography.
Index.
| Erscheinungsjahr: | 2005 |
|---|---|
| Genre: | Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Seiten: | 684 |
| Inhalt: | Preface.1. Introduction.2. Model Formulation.3. Examples.4. Finite-Horizon Markov Decision Processes.5. Infinite-Horizon Models: Foundations.6. Discounted Markov Decision Problems.7. The Expected Total-Reward. Criterion.8. Average Reward and Related Crit |
| ISBN-13: | 9780471727828 |
| ISBN-10: | 0471727822 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: | Puterman, Martin L. |
| Hersteller: |
John Wiley & Sons
John Wiley & Sons Inc |
| Maße: | 234 x 157 x 43 mm |
| Von/Mit: | Martin L. Puterman |
| Erscheinungsdatum: | 25.02.2005 |
| Gewicht: | 0,957 kg |
1. Introduction.
2. Model Formulation.
3. Examples.
4. Finite-Horizon Markov Decision Processes.
5. Infinite-Horizon Models: Foundations.
6. Discounted Markov Decision Problems.
7. The Expected Total-Reward. Criterion.
8. Average Reward and Related Criteria.
9. The Average Reward Criterion-Multichain and Communicating Models.
10. Sensitive Discount Optimality.
11. Continuous-Time Models.
Afterword.
Notation.
Appendix A. Markov Chains.
Appendix B. Semicontinuous Functions.
Appendix C. Normed Linear Spaces.
Appendix D. Linear Programming.
Bibliography.
Index.
| Erscheinungsjahr: | 2005 |
|---|---|
| Genre: | Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Seiten: | 684 |
| Inhalt: | Preface.1. Introduction.2. Model Formulation.3. Examples.4. Finite-Horizon Markov Decision Processes.5. Infinite-Horizon Models: Foundations.6. Discounted Markov Decision Problems.7. The Expected Total-Reward. Criterion.8. Average Reward and Related Crit |
| ISBN-13: | 9780471727828 |
| ISBN-10: | 0471727822 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: | Puterman, Martin L. |
| Hersteller: |
John Wiley & Sons
John Wiley & Sons Inc |
| Maße: | 234 x 157 x 43 mm |
| Von/Mit: | Martin L. Puterman |
| Erscheinungsdatum: | 25.02.2005 |
| Gewicht: | 0,957 kg |
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