Dirichlet Bandit Problems
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Dirichlet Bandit Problems
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Author : Manas Kumar Chattopadhyay
language : en
Publisher:
Release Date : 1991
Dirichlet Bandit Problems written by Manas Kumar Chattopadhyay and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with categories.
Bandit Problems
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Author : Donald A. Berry
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-04-17
Bandit Problems written by Donald A. Berry and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-04-17 with Science categories.
Our purpose in writing this monograph is to give a comprehensive treatment of the subject. We define bandit problems and give the necessary foundations in Chapter 2. Many of the important results that have appeared in the literature are presented in later chapters; these are interspersed with new results. We give proofs unless they are very easy or the result is not used in the sequel. We have simplified a number of arguments so many of the proofs given tend to be conceptual rather than calculational. All results given have been incorporated into our style and notation. The exposition is aimed at a variety of types of readers. Bandit problems and the associated mathematical and technical issues are developed from first principles. Since we have tried to be comprehens ive the mathematical level is sometimes advanced; for example, we use measure-theoretic notions freely in Chapter 2. But the mathema tically uninitiated reader can easily sidestep such discussion when it occurs in Chapter 2 and elsewhere. We have tried to appeal to graduate students and professionals in engineering, biometry, econ omics, management science, and operations research, as well as those in mathematics and statistics. The monograph could serve as a reference for professionals or as a telA in a semester or year-long graduate level course.
Current Issues In Statistical Inference
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Author : Dev Basu
language : en
Publisher: IMS
Release Date : 1992
Current Issues In Statistical Inference written by Dev Basu and has been published by IMS this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Mathematics categories.
Multi Armed Bandit Problem And Application
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Author : Djallel Bouneffouf
language : en
Publisher: Djallel Bouneffouf
Release Date : 2023-03-14
Multi Armed Bandit Problem And Application written by Djallel Bouneffouf and has been published by Djallel Bouneffouf this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-14 with Computers categories.
In recent years, the multi-armed bandit (MAB) framework has attracted a lot of attention in various applications, from recommender systems and information retrieval to healthcare and finance. This success is due to its stellar performance combined with attractive properties, such as learning from less feedback. The multiarmed bandit field is currently experiencing a renaissance, as novel problem settings and algorithms motivated by various practical applications are being introduced, building on top of the classical bandit problem. This book aims to provide a comprehensive review of top recent developments in multiple real-life applications of the multi-armed bandit. Specifically, we introduce a taxonomy of common MAB-based applications and summarize the state-of-the-art for each of those domains. Furthermore, we identify important current trends and provide new perspectives pertaining to the future of this burgeoning field.
Prior Processes And Their Applications
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Author : Eswar G. Phadia
language : en
Publisher: Springer
Release Date : 2016-07-27
Prior Processes And Their Applications written by Eswar G. Phadia and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-07-27 with Mathematics categories.
This book presents a systematic and comprehensive treatment of various prior processes that have been developed over the past four decades for dealing with Bayesian approach to solving selected nonparametric inference problems. This revised edition has been substantially expanded to reflect the current interest in this area. After an overview of different prior processes, it examines the now pre-eminent Dirichlet process and its variants including hierarchical processes, then addresses new processes such as dependent Dirichlet, local Dirichlet, time-varying and spatial processes, all of which exploit the countable mixture representation of the Dirichlet process. It subsequently discusses various neutral to right type processes, including gamma and extended gamma, beta and beta-Stacy processes, and then describes the Chinese Restaurant, Indian Buffet and infinite gamma-Poisson processes, which prove to be very useful in areas such as machine learning, information retrieval and featural modeling. Tailfree and Polya tree and their extensions form a separate chapter, while the last two chapters present the Bayesian solutions to certain estimation problems pertaining to the distribution function and its functional based on complete data as well as right censored data. Because of the conjugacy property of some of these processes, most solutions are presented in closed form. However, the current interest in modeling and treating large-scale and complex data also poses a problem – the posterior distribution, which is essential to Bayesian analysis, is invariably not in a closed form, making it necessary to resort to simulation. Accordingly, the book also introduces several computational procedures, such as the Gibbs sampler, Blocked Gibbs sampler and slice sampling, highlighting essential steps of algorithms while discussing specific models. In addition, it features crucial steps of proofs and derivations, explains the relationships between different processes and provides further clarifications to promote a deeper understanding. Lastly, it includes a comprehensive list of references, equipping readers to explore further on their own.
Notices Of The American Mathematical Society
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Author : American Mathematical Society
language : en
Publisher:
Release Date : 1993
Notices Of The American Mathematical Society written by American Mathematical Society and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Mathematics categories.
Complex Networks Xii
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Author : Andreia Sofia Teixeira
language : en
Publisher: Springer Nature
Release Date : 2021-07-29
Complex Networks Xii written by Andreia Sofia Teixeira and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-29 with Science categories.
This book contains contributions presented at the 12th International Conference on Complex Networks (CompleNet), 24-26 May 2021. CompleNet is an international conference on complex networks that brings together researchers and practitioners from diverse disciplines—from sociology, biology, physics, and computer science—who share a passion to better understand the interdependencies within and across systems. CompleNet is a venue to discuss ideas and findings about all types networks, from biological, to technological, to informational and social. It is this interdisciplinary nature of complex networks that CompleNet aims to explore and celebrate.
Journal Of Economic Theory
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Author : Pennsylvania
language : en
Publisher:
Release Date : 2001
Journal Of Economic Theory written by Pennsylvania and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Economics categories.
Mathematics In Industrial Problems
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Author : Avner Friedman
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Mathematics In Industrial Problems written by Avner Friedman and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Science categories.
This is the second volume in the series "Mathematics in Industrial Prob lems." The motivation for both volumes is to foster inter action between Industry and Mathematics at the "grass roots"; that is at the level of spe cific problems. These problems come from Industry: they arise from models developed by the industrial scientists in venture directed at the manufac ture of new or improved products. At the same time, these problems have the potential for mathematical challenge and novelty. To identify such problems, I have visited industries and had discussions with their scientists. Some of the scientists have subsequently presented their problems in the IMA seminar on Industrial Problems. The book is based on questions raised in the seminar and subsequent discussions. Each chapter is devoted to one of the talks and is self-contained. The chap ters usually provide references to the mathematical literat ure and a list of open problems which are of interest to the industrial scientists. For some problems partial solution is indicated brießy. The last chapter of the book contains a short description of solutions to some of the problems raised in the first volume, as weIl as references to papers in which such solutions have been published. The experience of the last two years demonstrates a growing fruitful interaction between Industry and Mathematics. This interaction benefits Industry by increasing the mathematical knowledge and ideas brought to bear upon its concern, and benefits Mathematics through the infusion of exciting new problems.
Applied Stochastic Analysis
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Author : M. H. A. Davis
language : en
Publisher: CRC Press
Release Date : 1991
Applied Stochastic Analysis written by M. H. A. Davis and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Mathematics categories.
A collection of 22 articles based on papers presented at a workshop held at Imperial College, London, April 1989. They concern applications of stochastic analysis--the theory of stochastic integration, martingales and Markov processes--to a variety of applied problems centered around optimization of dynamical systems under uncertainty. Topics covered include characterization and approximation for stochastic system models, problems in stochastic control theory, and various facets of nonlinear filtering theory and system identification. Annotation copyrighted by Book News, Inc., Portland, OR