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The Resource Applications of soft computing in time series forecasting : simulation and modeling techniques, Pritpal Singh, (electronic book)

Applications of soft computing in time series forecasting : simulation and modeling techniques, Pritpal Singh, (electronic book)

Label
Applications of soft computing in time series forecasting : simulation and modeling techniques
Title
Applications of soft computing in time series forecasting
Title remainder
simulation and modeling techniques
Statement of responsibility
Pritpal Singh
Creator
Author
Subject
Language
eng
Summary
This book reports on an in-depth study of fuzzy time series (FTS) modeling. It reviews and summarizes previous research work in FTS modeling and also provides a brief introduction to other soft-computing techniques, such as artificial neural networks (ANNs), rough sets (RS) and evolutionary computing (EC), focusing on how these techniques can be integrated into different phases of the FTS modeling approach. In particular, the book describes novel methods resulting from the hybridization of FTS modeling approaches with neural networks and particle swarm optimization. It also demonstrates how a new ANN-based model can be successfully applied in the context of predicting Indian summer monsoon rainfall. Thanks to its easy-to-read style and the clear explanations of the models, the book can be used as a concise yet comprehensive reference guide to fuzzy time series modeling, and will be valuable not only for graduate students, but also for researchers and professionals working for academic, business and government organizations.
Member of
Cataloging source
NUI
http://library.link/vocab/creatorName
Singh, Pritpal
Dewey number
006.3
Image bit depth
0
Index
no index present
LC call number
Q342
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Studies in Fuzziness and Soft Computing,
Series volume
v. 330
http://library.link/vocab/subjectName
  • Engineering
  • Artificial intelligence
  • Computer simulation
  • Statistical physics
  • Computational intelligence
  • Computational Intelligence
  • Nonlinear Dynamics
  • Simulation and Modeling
  • Artificial Intelligence (incl. Robotics)
Label
Applications of soft computing in time series forecasting : simulation and modeling techniques, Pritpal Singh, (electronic book)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Control code
SPR932170298
Dimensions
unknown
Extent
1 online resource (xxi, 158 p.)
File format
multiple file formats
Form of item
online
Isbn
9783319262932
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-26293-2
Other physical details
ill. (some col.)
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Label
Applications of soft computing in time series forecasting : simulation and modeling techniques, Pritpal Singh, (electronic book)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Control code
SPR932170298
Dimensions
unknown
Extent
1 online resource (xxi, 158 p.)
File format
multiple file formats
Form of item
online
Isbn
9783319262932
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-26293-2
Other physical details
ill. (some col.)
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote

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