Markov Chains: Models, Algorithms and Applications
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Boston, MA
Springer US
2013
|
| Ausgabe: | 2. ed. |
| Schriftenreihe: | International Series in Operations Research & Management Science
189 |
| Schlagworte: | |
| Online-Zugang: | BTU01 FHA01 FHM01 FHN01 FHO01 FHR01 FKE01 FNU01 FWS01 FWS02 HWR01 UBG01 UBM01 UBT01 UBY01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XVI, 243 p. 31 illus) |
| ISBN: | 9781461463122 |
| DOI: | 10.1007/978-1-4614-6312-2 |
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Datensatz im Suchindex
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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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| series2 | International Series in Operations Research & Management Science |
| 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 |