Probability Models

Gebonden Engels 2024 9780443293283
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Probability Models, Volume 51 in the Handbook of Statistics series, highlights new advances in the field, with this new volume presenting interesting chapters on Stein’s methods, Probabilities and thermodynamics third law, Random Matrix Theory, General tools for understanding fluctuations of random variables, An approximation scheme to compute the Fisher-Rao distance between multivariate normal distributions, Probability Models Applied to Reliability and Availability Engineering, Backward stochastic differential equation– Stochastic optimization theory and viscous solution of HJB equation, and much more.

Additional chapters cover Probability Models in Machine Learning, The recursive stochastic algorithm, randomized urn models and response-adaptive randomization in clinical trials, Random matrix theory: local laws and applications, KOO methods and their high-dimensional consistencies in some multivariate models, Fourteen Lectures on Inference for Stochastic Processes, and A multivariate cumulative damage model and some applications.

Specificaties

ISBN13:9780443293283
Taal:Engels
Bindwijze:Gebonden

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Inhoudsopgave

Preface<br>Arni S.R. Srinivasa Rao, Zhidong Bai and C.R. Rao<br>1. Stein’s methods<br>Qi-Man Shao and Zhuosong Zhang<br>2. Probabilities and thermodynamics third law<br>Angelo Plastino<br>3. Random Matrix Theory<br>Jeff Yao<br>4. General tools for understanding fluctuations of random variables<br>Sourav Chatterjee<br>5. An approximation scheme to compute the Fisher-Rao distance between multivariate normal distributions<br>Frank Nielsen<br>6. Chapter title to be confirmed<br>Qihua Wang<br>7. Probability Models Applied to Reliability and Availability Engineering<br>Kishor Trivedi, Kishor Trivedi and Liudong Xing<br>8. Backward stochastic differential equation– Stochastic optimization theory and viscous solution of HJB equation<br>Shige Peng<br>9. Probability Models in Machine Learning<br>Qi Meng<br>10. Chapter title to be confirmed<br>Grzegorz A. Rempala<br>11. The recursive stochastic algorithm, randomized urn models and response-adaptive randomization in clinical trials<br>Lixin Zhang<br>12. Random matrix theory: local laws and applications<br>Fan Yang, Yukun He and Zhigang Bao<br>13. KOO methods and their high-dimensional consistencies in some multivariate models<br>Y. Fujikoshi<br>14. Fourteen Lectures on Inference for Stochastic Processes<br>B.L.S. PRAKASA RAO<br>15. A multivariate cumulative damage model and some applications<br>Raul Fierro

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        Probability Models