The Resource Random iterative models, Marie Duflo ; translated by Stephen S. Wilson

Random iterative models, Marie Duflo ; translated by Stephen S. Wilson

Label
Random iterative models
Title
Random iterative models
Statement of responsibility
Marie Duflo ; translated by Stephen S. Wilson
Creator
Subject
Language
  • eng
  • fre
  • eng
Summary
The recent development of computation and automation has led to quick advances in the theory and practice of recursive methods for stabilization, identification and control of complex stochastic models (guiding a rocket or a plane, organizing multi-access broadcast channels, self-learning of neural networks ...). This book provides a wide-angle view of those methods: stochastic approximation, linear and non-linear models, controlled Markov chains, estimation and adaptive control, learning ... Mathematicians familiar with the basics of Probability and Statistics will find here a self-contained account of many approaches to those theories, some of them classical, some of them leading up to current and future research. Each chapter can form the core material for lectures on stochastic processes. Engineers having to control complex systems will find here algorithms with good performances and reasonably easy computation
Member of
Cataloging source
DLC
http://library.link/vocab/creatorName
Duflo, Marie
Illustrations
illustrations
Index
index present
LC call number
QA297.8
LC item number
.D8413 1997
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/subjectName
  • Iterative methods (Mathematics)
  • Stochastic processes
  • Adaptive control systems
  • contrôle adaptatif
  • récurrence
  • modèle markovien
  • stabilisation non linéaire
  • convergence
  • algorithme stochastique
  • identification
  • processus stochastique
  • technique récursive
  • Itération (Mathématiques)
  • Processus stochastiques
  • Systèmes adaptatifs
  • Adaptive control systems
  • Iterative methods (Mathematics)
  • Stochastic processes
  • Iteratief oplossen
  • Stochastische modellen
  • Adaptieve regelaars
  • Probabilidade
  • Métodos iterativos
  • Itération (Mathématiques)
  • Processus stochastiques
  • Systèmes adaptatifs
Label
Random iterative models, Marie Duflo ; translated by Stephen S. Wilson
Instantiates
Publication
Bibliography note
Includes bibliographical references (p. [349]-379) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
pt. I. Sources of Recursive Methods. 1. Traditional Problems. 2. Rate of Convergence. 3. Current Problems -- pt. II. Linear Models. 4. Causality and Excitation. 5. Linear Identification and Tracking -- pt. III. Nonlinear Models. 6. Stability. 7. Nonlinear Identification and Control -- pt. IV. Markov Models. 8. Recurrence. 9. Learning
Dimensions
24 cm.
Extent
xv, 385 pages
Isbn
9780387571003
Lccn
96045470
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
  • (OCoLC)35849001
  • (OCoLC)ocm35849001
Label
Random iterative models, Marie Duflo ; translated by Stephen S. Wilson
Publication
Bibliography note
Includes bibliographical references (p. [349]-379) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
pt. I. Sources of Recursive Methods. 1. Traditional Problems. 2. Rate of Convergence. 3. Current Problems -- pt. II. Linear Models. 4. Causality and Excitation. 5. Linear Identification and Tracking -- pt. III. Nonlinear Models. 6. Stability. 7. Nonlinear Identification and Control -- pt. IV. Markov Models. 8. Recurrence. 9. Learning
Dimensions
24 cm.
Extent
xv, 385 pages
Isbn
9780387571003
Lccn
96045470
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
  • (OCoLC)35849001
  • (OCoLC)ocm35849001

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