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Markov Chains: Models, Algorithms and Applications

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Bibliographic Details
Main Author:	Ching, Wai Ki 1969- (Author)
Format:	Electronic eBook
Language:	English
Published:	Boston, MA Springer US 2013
Edition:	2. ed.
Series:	International Series in Operations Research & Management Science 189
Subjects:	Wirtschaft Economics Distribution (Probability theory) Operations research Markov-Kette
Online Access:	BTU01 FHA01 FHM01 FHN01 FHO01 FHR01 FKE01 FNU01 FWS01 FWS02 HWR01 UBG01 UBM01 UBT01 UBY01 UPA01 Volltext Inhaltsverzeichnis Abstract
Physical Description:	1 Online-Ressource (XVI, 243 p. 31 illus)
ISBN:	9781461463122
DOI:	10.1007/978-1-4614-6312-2

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adam_text	MARKOV CHAINS / CHING, WAI-KI : 2013 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION MANUFACTURING AND RE-MANUFACTURING SYSTEMS A HIDDEN MARKOV MODEL FOR CUSTOMER CLASSIFICATION MARKOV DECISION PROCESSES FOR CUSTOMER LIFETIME VALUE HIGHER-ORDER MARKOV CHAINS MULTIVARIATE MARKOV CHAINS HIDDEN MARKOV CHAINS DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. MARKOV CHAINS / CHING, WAI-KI : 2013 ABSTRACT / INHALTSTEXT THIS NEW EDITION OF MARKOV CHAINS: MODELS, ALGORITHMS AND APPLICATIONS HAS BEEN COMPLETELY REFORMATTED AS A TEXT, COMPLETE WITH END-OF-CHAPTER EXERCISES, A NEW FOCUS ON MANAGEMENT SCIENCE, NEW APPLICATIONS OF THE MODELS, AND NEW EXAMPLES WITH APPLICATIONS IN FINANCIAL RISK MANAGEMENT AND MODELING OF FINANCIAL DATA. THIS BOOK CONSISTS OF EIGHT CHAPTERS. CHAPTER 1 GIVES A BRIEF INTRODUCTION TO THE CLASSICAL THEORY ON BOTH DISCRETE AND CONTINUOUS TIME MARKOV CHAINS. THE RELATIONSHIP BETWEEN MARKOV CHAINS OF FINITE STATES AND MATRIX THEORY WILL ALSO BE HIGHLIGHTED. SOME CLASSICAL ITERATIVE METHODS FOR SOLVING LINEAR SYSTEMS WILL BE INTRODUCED FOR FINDING THE STATIONARY DISTRIBUTION OF A MARKOV CHAIN. THE CHAPTER THEN COVERS THE BASIC THEORIES AND ALGORITHMS FOR HIDDEN MARKOV MODELS (HMMS) AND MARKOV DECISION PROCESSES (MDPS).CHAPTER 2 DISCUSSES THE APPLICATIONS OF CONTINUOUS TIME MARKOV CHAINS TO MODEL QUEUEING SYSTEMS AND DISCRETE TIME MARKOV CHAIN FOR COMPUTING THE PAGERANK, THE RANKING OF WEBSITES ON THE INTERNET. CHAPTER 3 STUDIES MARKOVIAN MODELS FOR MANUFACTURING AND RE-MANUFACTURING SYSTEMS AND PRESENTS CLOSED FORM SOLUTIONS AND FAST NUMERICAL ALGORITHMS FOR SOLVING THE CAPTURED SYSTEMS. IN CHAPTER 4, THE AUTHORS PRESENT A SIMPLE HIDDEN MARKOV MODEL (HMM) WITH FAST NUMERICAL ALGORITHMS FOR ESTIMATING THE MODEL PARAMETERS. AN APPLICATION OF THE HMM FOR CUSTOMER CLASSIFICATION IS ALSO PRESENTED. CHAPTER 5 DISCUSSES MARKOV DECISION PROCESSES FOR CUSTOMER LIFETIME VALUES. CUSTOMER LIFETIME VALUES (CLV) IS AN IMPORTANT CONCEPT AND QUANTITY IN MARKETING MANAGEMENT. THE AUTHORS PRESENT AN APPROACH BASED ON MARKOV DECISION PROCESSES FOR THE CALCULATION OF CLV USING REAL DATA. CHAPTER 6 CONSIDERS HIGHER-ORDER MARKOV CHAIN MODELS, PARTICULARLY A CLASS OF PARSIMONIOUS HIGHER-ORDER MARKOV CHAIN MODELS.EFFICIENT ESTIMATION METHODS FOR MODEL PARAMETERS BASED ON LINEAR PROGRAMMING ARE PRESENTED. CONTEMPORARY RESEARCH RESULTS ON APPLICATIONS TO DEMAND PREDICTIONS, INVENTORY CONTROL AND FINANCIAL RISK MEASUREMENT ARE ALSO PRESENTED. IN CHAPTER 7, A CLASS OF PARSIMONIOUS MULTIVARIATE MARKOV MODELS IS INTRODUCED. AGAIN, EFFICIENT ESTIMATION METHODS BASED ON LINEAR PROGRAMMING ARE PRESENTED. APPLICATIONS TO DEMAND PREDICTIONS, INVENTORY CONTROL POLICY AND MODELING CREDIT RATINGS DATA ARE DISCUSSED. FINALLY, CHAPTER 8 RE-VISITS HIDDEN MARKOV MODELS, AND THE AUTHORS PRESENT A NEW CLASS OF HIDDEN MARKOV MODELS WITH EFFICIENT ALGORITHMS FOR ESTIMATING THE MODEL PARAMETERS. APPLICATIONS TO MODELING INTEREST RATES, CREDIT RATINGS AND DEFAULT DATA ARE DISCUSSED.THIS BOOK IS AIMED AT SENIOR UNDERGRADUATE STUDENTS, POSTGRADUATE STUDENTS, PROFESSIONALS, PRACTITIONERS, AND RESEARCHERS IN APPLIED MATHEMATICS, COMPUTATIONAL SCIENCE, OPERATIONAL RESEARCH, MANAGEMENT SCIENCE AND FINANCE, WHO ARE INTERESTED IN THE FORMULATION AND COMPUTATION OF QUEUEING NETWORKS, MARKOV CHAIN MODELS AND RELATED TOPICS. READERS ARE EXPECTED TO HAVE SOME BASIC KNOWLEDGE OF PROBABILITY THEORY, MARKOV PROCESSES AND MATRIX THEORY DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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spellingShingle	Ching, Wai Ki 1969- Markov Chains Models, Algorithms and Applications International Series in Operations Research & Management Science Wirtschaft Economics Distribution (Probability theory) Operations research Markov-Kette (DE-588)4037612-6 gnd
subject_GND	(DE-588)4037612-6
title	Markov Chains Models, Algorithms and Applications
title_auth	Markov Chains Models, Algorithms and Applications
title_exact_search	Markov Chains Models, Algorithms and Applications
title_full	Markov Chains Models, Algorithms and Applications by Wai-Ki Ching, Ximin Huang, Michael K. Ng, Tak-Kuen Siu
title_fullStr	Markov Chains Models, Algorithms and Applications by Wai-Ki Ching, Ximin Huang, Michael K. Ng, Tak-Kuen Siu
title_full_unstemmed	Markov Chains Models, Algorithms and Applications by Wai-Ki Ching, Ximin Huang, Michael K. Ng, Tak-Kuen Siu
title_short	Markov Chains
title_sort	markov chains models algorithms and applications
title_sub	Models, Algorithms and Applications
topic	Wirtschaft Economics Distribution (Probability theory) Operations research Markov-Kette (DE-588)4037612-6 gnd
topic_facet	Wirtschaft Economics Distribution (Probability theory) Operations research Markov-Kette
url	https://doi.org/10.1007/978-1-4614-6312-2 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025909161&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025909161&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
volume_link	(DE-604)BV035421305
work_keys_str_mv	AT chingwaiki markovchainsmodelsalgorithmsandapplications

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