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The Resource Machine learning : a Bayesian and optimization perspective, Sergios Theodoridis

Machine learning : a Bayesian and optimization perspective, Sergios Theodoridis

Label
Machine learning : a Bayesian and optimization perspective
Title
Machine learning
Title remainder
a Bayesian and optimization perspective
Statement of responsibility
Sergios Theodoridis
Creator
Author
Subject
Language
eng
Summary
This book presents the major machine learning methods as they have been developed in different disciplines, such as statistics, statistical and adaptive signal processing and computer science. Focusing on the physical reasoning behind the mathematics, all the various methods and techniques are explained in depth. Topics include: all major classical techniques: mean/least-squares regression and filtering, Kalman filtering, stochastic approximation and online learning, Bayesian classification, decision trees, logistic regression and boosting methods; latest trends; case studies - protein folding prediction, optical character recognition, text authorship identification, fMRI data analysis, change point detection, hyperspectral image unmixing, target localization, channel equalization and echo cancellation, and how the theory can be applied. --
Assigning source
Edited summary from book
Cataloging source
CtWfDGI
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Machine learning : a Bayesian and optimization perspective, Sergios Theodoridis
Label
Machine learning : a Bayesian and optimization perspective, Sergios Theodoridis
Publication
Copyright
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Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
mixed
Content category
text
Content type code
txt
Content type MARC source
rdacontent
http://library.link/vocab/cover_art
https://contentcafe2.btol.com/ContentCafe/Jacket.aspx?Return=1&Type=S&Value=9780128017227&userID=ebsco-test&password=ebsco-test
Dimensions
unknown
http://library.link/vocab/discovery_link
{'f': 'http://opac.lib.rpi.edu/record=b4359705'}
Extent
1 online resource
Form of item
online
Isbn
9780128017227
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations
Specific material designation
remote

Library Locations

    • Folsom LibraryBorrow it
      110 8th St, Troy, NY, 12180, US
      42.729766 -73.682577
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