Independent Component Analysis: A Tutorial Introduction (A Bradford Book)

3.75 avg rating
( 16 ratings by Goodreads )
 
9780262693158: Independent Component Analysis: A Tutorial Introduction (A Bradford Book)
View all copies of this ISBN edition:
 
 

A tutorial-style introduction to a class of methods for extracting independent signals from a mixture of signals originating from different physical sources; includes MatLab computer code examples.

Independent component analysis (ICA) is becoming an increasingly important tool for analyzing large data sets. In essence, ICA separates an observed set of signal mixtures into a set of statistically independent component signals, or source signals. In so doing, this powerful method can extract the relatively small amount of useful information typically found in large data sets. The applications for ICA range from speech processing, brain imaging, and electrical brain signals to telecommunications and stock predictions.

In Independent Component Analysis, Jim Stone presents the essentials of ICA and related techniques (projection pursuit and complexity pursuit) in a tutorial style, using intuitive examples described in simple geometric terms. The treatment fills the need for a basic primer on ICA that can be used by readers of varying levels of mathematical sophistication, including engineers, cognitive scientists, and neuroscientists who need to know the essentials of this evolving method. An overview establishes the strategy implicit in ICA in terms of its essentially physical underpinnings and describes how ICA is based on the key observations that different physical processes generate outputs that are statistically independent of each other. The book then describes what Stone calls "the mathematical nuts and bolts" of how ICA works. Presenting only essential mathematical proofs, Stone guides the reader through an exploration of the fundamental characteristics of ICA. Topics covered include the geometry of mixing and unmixing; methods for blind source separation; and applications of ICA, including voice mixtures, EEG, fMRI, and fetal heart monitoring. The appendixes provide a vector matrix tutorial, plus basic demonstration computer code that allows the reader to see how each mathematical method described in the text translates into working Matlab computer code.

"synopsis" may belong to another edition of this title.

From the Inside Flap:

"Independent component analysis is a recent and powerful addition to the methods that scientists and engineers have available to explore large data sets in high-dimensional spaces. This book is a clearly written introduction to the foundations of ICA and the practical issues that arise in applying it to a wide range of problems."
--Terrence J. Sejnowski, Howard Hughes Medical Institute, Salk Institute for Biological Studies, and University of California, San Diego

"This monograph provides a delightful tour, through the foothills of linear algebra to the higher echelons of independent components analysis, in a graceful and deceptively simple way. Its careful construction, introducing concepts as they are needed, discloses the fundamentals of source separation in a remarkably accessible and comprehensive fashion."
--Karl J. Friston, University College London

"This fantastic book provides a broad introduction to both the theory and applications of independent component analysis. I recommend it to any student interested in exploring this emerging field."
--Martin J. McKeown, Associate Professor of Medicine (Neurology), University of British Columbia

About the Author:

James V. Stone is a Reader in the Psychology Department of the University of Sheffield. He is coauthor (with John P. Frisby) of the widely used text Seeing: The Computational Approach to Biological Vision (second edition, MIT Press, 2010), and author of Independent Component Analysis: A Tutorial Introduction (MIT Press, 2004).

"About this title" may belong to another edition of this title.

Top Search Results from the AbeBooks Marketplace

1.

Stone, James V.
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Quantity Available: 11
Seller:
Paperbackshop-US
(Wood Dale, IL, U.S.A.)
Rating
[?]

Book Description 2004. PAP. Condition: New. New Book. Shipped from UK within 10 to 14 business days. Established seller since 2000. Seller Inventory # WM-9780262693158

More information about this seller | Contact this seller

Buy New
US$ 34.32
Convert currency

Add to Basket

Shipping: US$ 3.99
Within U.S.A.
Destination, rates & speeds

2.

James V. Stone
Published by MIT Press Ltd, United States (2004)
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Paperback Quantity Available: 1
Seller:
The Book Depository
(London, United Kingdom)
Rating
[?]

Book Description MIT Press Ltd, United States, 2004. Paperback. Condition: New. Language: English. Brand new Book. A tutorial-style introduction to a class of methods for extracting independent signals from a mixture of signals originating from different physical sources; includes MatLab computer code examples.Independent component analysis (ICA) is becoming an increasingly important tool for analyzing large data sets. In essence, ICA separates an observed set of signal mixtures into a set of statistically independent component signals, or source signals. In so doing, this powerful method can extract the relatively small amount of useful information typically found in large data sets. The applications for ICA range from speech processing, brain imaging, and electrical brain signals to telecommunications and stock predictions.In Independent Component Analysis, Jim Stone presents the essentials of ICA and related techniques (projection pursuit and complexity pursuit) in a tutorial style, using intuitive examples described in simple geometric terms. The treatment fills the need for a basic primer on ICA that can be used by readers of varying levels of mathematical sophistication, including engineers, cognitive scientists, and neuroscientists who need to know the essentials of this evolving method. An overview establishes the strategy implicit in ICA in terms of its essentially physical underpinnings and describes how ICA is based on the key observations that different physical processes generate outputs that are statistically independent of each other. The book then describes what Stone calls "the mathematical nuts and bolts" of how ICA works. Presenting only essential mathematical proofs, Stone guides the reader through an exploration of the fundamental characteristics of ICA. Topics covered include the geometry of mixing and unmixing; methods for blind source separation; and applications of ICA, including voice mixtures, EEG, fMRI, and fetal heart monitoring. The appendixes provide a vector matrix tutorial, plus basic demonstration computer code that allows the reader to see how each mathematical method described in the text translates into working Matlab computer code. Seller Inventory # AAZ9780262693158

More information about this seller | Contact this seller

Buy New
US$ 41.89
Convert currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, rates & speeds

3.

James V. Stone
Published by MIT Press (2004)
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Quantity Available: 11
Seller:
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating
[?]

Book Description MIT Press, 2004. PAP. Condition: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Seller Inventory # WM-9780262693158

More information about this seller | Contact this seller

Buy New
US$ 32.43
Convert currency

Add to Basket

Shipping: US$ 11.33
From United Kingdom to U.S.A.
Destination, rates & speeds

4.

James V. Stone
Published by MIT Press Ltd, United States (2004)
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Paperback Quantity Available: 1
Seller:
Book Depository International
(London, United Kingdom)
Rating
[?]

Book Description MIT Press Ltd, United States, 2004. Paperback. Condition: New. Language: English. Brand new Book. A tutorial-style introduction to a class of methods for extracting independent signals from a mixture of signals originating from different physical sources; includes MatLab computer code examples.Independent component analysis (ICA) is becoming an increasingly important tool for analyzing large data sets. In essence, ICA separates an observed set of signal mixtures into a set of statistically independent component signals, or source signals. In so doing, this powerful method can extract the relatively small amount of useful information typically found in large data sets. The applications for ICA range from speech processing, brain imaging, and electrical brain signals to telecommunications and stock predictions.In Independent Component Analysis, Jim Stone presents the essentials of ICA and related techniques (projection pursuit and complexity pursuit) in a tutorial style, using intuitive examples described in simple geometric terms. The treatment fills the need for a basic primer on ICA that can be used by readers of varying levels of mathematical sophistication, including engineers, cognitive scientists, and neuroscientists who need to know the essentials of this evolving method. An overview establishes the strategy implicit in ICA in terms of its essentially physical underpinnings and describes how ICA is based on the key observations that different physical processes generate outputs that are statistically independent of each other. The book then describes what Stone calls "the mathematical nuts and bolts" of how ICA works. Presenting only essential mathematical proofs, Stone guides the reader through an exploration of the fundamental characteristics of ICA. Topics covered include the geometry of mixing and unmixing; methods for blind source separation; and applications of ICA, including voice mixtures, EEG, fMRI, and fetal heart monitoring. The appendixes provide a vector matrix tutorial, plus basic demonstration computer code that allows the reader to see how each mathematical method described in the text translates into working Matlab computer code. Seller Inventory # AAZ9780262693158

More information about this seller | Contact this seller

Buy New
US$ 43.98
Convert currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, rates & speeds

5.

James V. Stone
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Quantity Available: 3
Seller:
Speedy Hen LLC
(Sunrise, FL, U.S.A.)
Rating
[?]

Book Description Condition: New. Bookseller Inventory # ST0262693151. Seller Inventory # ST0262693151

More information about this seller | Contact this seller

Buy New
US$ 44.77
Convert currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, rates & speeds

6.

James V. Stone (author)
Published by The MIT Press 2004-09-03, Cambridge, Mass. |London (2004)
ISBN 10: 0262693151 ISBN 13: 9780262693158
New paperback Quantity Available: 5
Seller:
Blackwell's
(Oxford, OX, United Kingdom)
Rating
[?]

Book Description The MIT Press 2004-09-03, Cambridge, Mass. |London, 2004. paperback. Condition: New. Seller Inventory # 9780262693158

More information about this seller | Contact this seller

Buy New
US$ 40.95
Convert currency

Add to Basket

Shipping: US$ 11.32
From United Kingdom to U.S.A.
Destination, rates & speeds

7.

James V. Stone
Published by MIT Press Ltd
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Paperback / softback Quantity Available: 3
Seller:
THE SAINT BOOKSTORE
(Southport, United Kingdom)
Rating
[?]

Book Description MIT Press Ltd. Paperback / softback. Condition: New. New copy - Usually dispatched within 2 working days. Seller Inventory # B9780262693158

More information about this seller | Contact this seller

Buy New
US$ 43.56
Convert currency

Add to Basket

Shipping: US$ 8.74
From United Kingdom to U.S.A.
Destination, rates & speeds

8.

James V. Stone
Published by MIT Press
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Quantity Available: > 20
Seller:
INDOO
(Avenel, NJ, U.S.A.)
Rating
[?]

Book Description MIT Press. Condition: New. Brand New. Seller Inventory # 0262693151

More information about this seller | Contact this seller

Buy New
US$ 49.30
Convert currency

Add to Basket

Shipping: US$ 3.60
Within U.S.A.
Destination, rates & speeds

9.

James V. Stone
ISBN 10: 0262693151 ISBN 13: 9780262693158
New Paperback Quantity Available: 3
Seller:
Ria Christie Collections
(Uxbridge, United Kingdom)
Rating
[?]

Book Description Paperback. Condition: New. Not Signed; Independent component analysis (ICA) is becoming an increasingly important tool for analyzing large data sets. In essence, ICA separates an observed set of signal mixtures into a set of statistically independent component signals, or source signals. In so doing, this powerful method can extract the. book. Seller Inventory # ria9780262693158_rkm

More information about this seller | Contact this seller

Buy New
US$ 48.16
Convert currency

Add to Basket

Shipping: US$ 4.87
From United Kingdom to U.S.A.
Destination, rates & speeds

10.

Stone, James V.
Published by A Bradford Book
ISBN 10: 0262693151 ISBN 13: 9780262693158
New PAPERBACK Quantity Available: 3
Seller:
WFL
(Holtsville, NY, U.S.A.)
Rating
[?]

Book Description A Bradford Book. PAPERBACK. Condition: New. 0262693151 Brand New ,Original Book , Direct from Source , Express 6-8 business days worldwide delivery. Seller Inventory # DG#JA140504

More information about this seller | Contact this seller

Buy New
US$ 49.57
Convert currency

Add to Basket

Shipping: US$ 4.90
Within U.S.A.
Destination, rates & speeds

There are more copies of this book

View all search results for this book