The Resource Computer Intensive Methods in Control and Signal Processing : The Curse of Dimensionality, by Kevin Warwick, Miroslav Karny, (electronic resource)

Computer Intensive Methods in Control and Signal Processing : The Curse of Dimensionality, by Kevin Warwick, Miroslav Karny, (electronic resource)

Label
Computer Intensive Methods in Control and Signal Processing : The Curse of Dimensionality
Title
Computer Intensive Methods in Control and Signal Processing
Title remainder
The Curse of Dimensionality
Statement of responsibility
by Kevin Warwick, Miroslav Karny
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
Due to the rapid increase in readily available computing power, a corre­ sponding increase in the complexity of problems being tackled has occurred in the field of systems as a whole. A plethora of new methods which can be used on the problems has also arisen with a constant desire to deal with more and more difficult applications. Unfortunately by increasing the ac­ curacy in models employed along with the use of appropriate algorithms with related features, the resultant necessary computations can often be of very high dimension. This brings with it a whole new breed of problem which has come to be known as "The Curse of Dimensionality" . The expression "Curse of Dimensionality" can be in fact traced back to Richard Bellman in the 1960's. However, it is only in the last few years that it has taken on a widespread practical significance although the term di­ mensionality does not have a unique precise meaning and is being used in a slightly different way in the context of algorithmic and stochastic complex­ ity theory or in every day engineering. In principle the dimensionality of a problem depends on three factors: on the engineering system (subject), on the concrete task to be solved and on the available resources. A system is of high dimension if it contains a lot of elements/variables and/or the rela­ tionship/connection between the elements/variables is complicated
http://library.link/vocab/creatorName
Warwick, Kevin
Dewey number
005.18
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • AK47OSODfz8
  • VhvUeTNpVGQ
Image bit depth
0
Language note
English
LC call number
TJ212-225
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
Karny, Miroslav.
http://library.link/vocab/subjectName
  • Microprogramming
  • Engineering
  • Control and Systems Theory
  • Control Structures and Microprogramming
  • Computational Intelligence
  • Control, Robotics, Mechatronics
  • Signal, Image and Speech Processing
Label
Computer Intensive Methods in Control and Signal Processing : The Curse of Dimensionality, by Kevin Warwick, Miroslav Karny, (electronic resource)
Instantiates
Publication
Note
Bibliographic Level Mode of Issuance: Monograph
Antecedent source
mixed
Bibliography note
Includes bibliographical references at the end of each chapters
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
Contents
1. Fighting Dimensionality with Linguistic Geometry -- 2. Statistical Physics and the Optimization of Autonomous Behaviour in Complex Virtual Worlds -- 3. On Merging Gradient Estimation with Mean-Tracking Techniques for Cluster Identification -- 4. Computational Aspects of Graph Theoretic Methods in Control -- 5. Efficient Algorithms for Predictive Control of Systems with Bounded Inputs -- 6. Applying New Numerical Algorithms to the Solution of Discrete-time Optimal Control Problems -- 7. System Identification using Composition Networks -- 8. Recursive Nonlinear Estimation of Non-linear/Non-Gaussian Dynamic Models -- 9. Monte Carlo Approach to Bayesian Regression Modelling -- 10. Identification of Reality in Bayesian Context -- 11. Nonlinear Nonnormal Dynamic Models: State Estimation and Software -- 12. The EM Algorithm: A Guided Tour -- 13. Estimation of Quasipolynomials in Noise: Theoretical, Algorithmic and Implementation Aspects -- 14. Iterative Reconstruction of Transmission Sinograms with Low Signal to Noise Ratio -- 15. Curse of Dimensionality: Classifying Large Multi-Dimensional Images with Neural Networks -- 16. Dimension-independent Rates of Approximation by Neural Networks -- 17. Estimation of Human Signal Detection Performance from Event-Related Potentials Using Feed-Forward Neural Network Model -- 18. Utilizing Geometric Anomalies of High Dimension: When Complexity Makes Computation Easier -- 19. Approximation Using Cubic B-Splines with Improved Training Speed and Accuracy
Dimensions
unknown
Edition
1st ed. 1997.
Extent
1 online resource (XVI, 303 p.)
File format
multiple file formats
Form of item
online
Isbn
9781461219965
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4612-1996-5
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (CKB)3400000000089792
  • (DE-He213)978-1-4612-1996-5
  • (SSID)ssj0000933811
  • (PQKBManifestationID)11512140
  • (PQKBTitleCode)TC0000933811
  • (PQKBWorkID)10890969
  • (PQKB)11293676
  • (MiAaPQ)EBC3075561
  • (EXLCZ)993400000000089792
Label
Computer Intensive Methods in Control and Signal Processing : The Curse of Dimensionality, by Kevin Warwick, Miroslav Karny, (electronic resource)
Publication
Note
Bibliographic Level Mode of Issuance: Monograph
Antecedent source
mixed
Bibliography note
Includes bibliographical references at the end of each chapters
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
Contents
1. Fighting Dimensionality with Linguistic Geometry -- 2. Statistical Physics and the Optimization of Autonomous Behaviour in Complex Virtual Worlds -- 3. On Merging Gradient Estimation with Mean-Tracking Techniques for Cluster Identification -- 4. Computational Aspects of Graph Theoretic Methods in Control -- 5. Efficient Algorithms for Predictive Control of Systems with Bounded Inputs -- 6. Applying New Numerical Algorithms to the Solution of Discrete-time Optimal Control Problems -- 7. System Identification using Composition Networks -- 8. Recursive Nonlinear Estimation of Non-linear/Non-Gaussian Dynamic Models -- 9. Monte Carlo Approach to Bayesian Regression Modelling -- 10. Identification of Reality in Bayesian Context -- 11. Nonlinear Nonnormal Dynamic Models: State Estimation and Software -- 12. The EM Algorithm: A Guided Tour -- 13. Estimation of Quasipolynomials in Noise: Theoretical, Algorithmic and Implementation Aspects -- 14. Iterative Reconstruction of Transmission Sinograms with Low Signal to Noise Ratio -- 15. Curse of Dimensionality: Classifying Large Multi-Dimensional Images with Neural Networks -- 16. Dimension-independent Rates of Approximation by Neural Networks -- 17. Estimation of Human Signal Detection Performance from Event-Related Potentials Using Feed-Forward Neural Network Model -- 18. Utilizing Geometric Anomalies of High Dimension: When Complexity Makes Computation Easier -- 19. Approximation Using Cubic B-Splines with Improved Training Speed and Accuracy
Dimensions
unknown
Edition
1st ed. 1997.
Extent
1 online resource (XVI, 303 p.)
File format
multiple file formats
Form of item
online
Isbn
9781461219965
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4612-1996-5
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (CKB)3400000000089792
  • (DE-He213)978-1-4612-1996-5
  • (SSID)ssj0000933811
  • (PQKBManifestationID)11512140
  • (PQKBTitleCode)TC0000933811
  • (PQKBWorkID)10890969
  • (PQKB)11293676
  • (MiAaPQ)EBC3075561
  • (EXLCZ)993400000000089792

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