The Resource Hidden Markov models : estimation and control, Robert J. Elliott, Lakhdar Aggoun, John B. Moore

Hidden Markov models : estimation and control, Robert J. Elliott, Lakhdar Aggoun, John B. Moore

Label
Hidden Markov models : estimation and control
Title
Hidden Markov models
Title remainder
estimation and control
Statement of responsibility
Robert J. Elliott, Lakhdar Aggoun, John B. Moore
Creator
Contributor
Subject
Language
eng
Summary
The aim of this book is to present graduate students with a thorough survey of reference probability models and their applications to optimal estimation and control. These new and powerful methods are particularly useful in signal processing applications where signal models are only partially known and are in noisy environments. Well-known results, including Kalman filters and the Wonheim filter emerge as special cases. The authors begin with discrete time and discrete state spaces. From there, they proceed to cover continuous time, and progress from linear models to non-linear models, and from completely known models to only partially known models. Readers are assumed to have basic grounding in probability and systems theory as might be gained from the first year of graduate study, but otherwise this account is self-contained. Throughout, the authors have taken care to demonstrate engineering applications which show the usefulness of these methods
Member of
Cataloging source
DLC
http://library.link/vocab/creatorDate
1940-
http://library.link/vocab/creatorName
Elliott, Robert J.
Illustrations
illustrations
Index
index present
LC call number
QA274.7
LC item number
.E45 1995
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1941-
http://library.link/vocab/relatedWorkOrContributorName
  • Aggoun, Lakhdar
  • Moore, John B.
http://library.link/vocab/subjectName
  • Markov processes
  • Markov, Processus de
  • Markov processes
  • Markov-processen
  • Hidden-Markov-Modell
  • Markov, processus de
  • Hidden-Markov-Modell
Label
Hidden Markov models : estimation and control, Robert J. Elliott, Lakhdar Aggoun, John B. Moore
Instantiates
Publication
Bibliography note
Includes bibliographical references (p. [343]-353) and indexes
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Dimensions
25 cm.
Extent
xii, 361 pages
Isbn
9781441928412
Lccn
94028643
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
  • (OCoLC)30736492
  • (OCoLC)ocm30736492
Label
Hidden Markov models : estimation and control, Robert J. Elliott, Lakhdar Aggoun, John B. Moore
Publication
Bibliography note
Includes bibliographical references (p. [343]-353) and indexes
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Dimensions
25 cm.
Extent
xii, 361 pages
Isbn
9781441928412
Lccn
94028643
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
  • (OCoLC)30736492
  • (OCoLC)ocm30736492

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