An introduction to natural computation / Dana H. Ballard.

Format:

Book

Author/Creator:

Ballard, Dana H. (Dana Harry), 1946- author.

Series:

Complex adaptive systems

Language:

English

Subjects (All):

Natural computation.

Physical Description:

1 online resource (xxii, 307 pages) : illustrations.

Other Title:

MIT Press CogNet.

Place of Publication:

Cambridge, Massachusetts : The MIT Press, [1997]

System Details:

text file

Summary:

It is now clear that the brain is unlikely to be understood without recourse to computational theories. The theme of An Introduction to Natural Computation is that ideas from diverse areas such as neuroscience, information theory, and optimization theory have recently been extended in ways that make them useful for describing the brain's programs. This book provides a comprehensive introduction to the computational material that forms the underpinnings of the currently evolving set of brain models. It stresses the broad spectrum of learning models -- ranging from neural network learning through reinforcement learning to genetic learning -- and situates the various models in their appropriate neural context.

To write about models of the brain before the brain is fully understood is a delicate matter. Very detailed models of the neural circuitry risk losing track of the task the brain is trying to solve. At the other extreme, models that represent cognitive constructs can be so abstract that they lose all relationship to neurobiology. An Introduction to Natural Computation takes the middle ground and stresses the computational task while staying near the neurobiology.

Notes:

"A Bradford book."

Includes bibliographical references and index.

Description based on print version record.

Other Format:

Print version: Ballard, Dana H. (Dana Harry), 1946- Introduction to natural computation.

ISBN:

9780262267663

0262267667

Access Restriction:

Restricted for use by site license.