The Resource Deep learning : how the mind overrides experience, Stellan Ohlsson
Deep learning : how the mind overrides experience, Stellan Ohlsson
Resource Information
The item Deep learning : how the mind overrides experience, Stellan Ohlsson represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of San Diego Libraries.This item is available to borrow from 1 library branch.
Resource Information
The item Deep learning : how the mind overrides experience, Stellan Ohlsson represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of San Diego Libraries.
This item is available to borrow from 1 library branch.
- Summary
- "Although the ability to retain, process, and project prior experience onto future situations is indispensable, the human mind also possesses the ability to override experience and adapt to changing circumstances. Cognitive scientist Stellan Ohlsson analyzes three types of deep, non-monotonic cognitive change: creative insight, adaptation of cognitive skills by learning from errors, and conversion from one belief to another, incompatible belief. For each topic, Ohlsson summarizes past research, re-formulates the relevant research questions, and proposes information-processing mechanisms that answer those questions. The three theories are based on the principles of redistribution of activation, specialization of practical knowledge, and re-subsumption of declarative information. Ohlsson develops the implications of those mechanisms by scaling their effects with respect to time, complexity, and social interaction. The book ends with a unified theory of non-monotonic cognitive change that captures the abstract properties that the three types of change share"--
- Language
- eng
- Extent
- xiii, 523 p.
- Contents
-
- Part I. Introduction : 1. The need to override experience; 2. The nature of the enterprise
- Part II. Creativity : 3. The production of novelty; 4. Creative insight : the redistribution theory; 5. Creative insight writ large
- Part III. Adaptation : 6. The growth of competence; 7. Error correction : the specialization theory; 8. Error correction in context
- Part IV. Conversion: 9. The formation of belief; 10. Belief revision : the resubsumption theory
- Part V. Conclusion : 11. Elements of a unified theory; 12. The recursion curse
- Isbn
- 9780521835688
- Label
- Deep learning : how the mind overrides experience
- Title
- Deep learning
- Title remainder
- how the mind overrides experience
- Statement of responsibility
- Stellan Ohlsson
- Language
- eng
- Summary
- "Although the ability to retain, process, and project prior experience onto future situations is indispensable, the human mind also possesses the ability to override experience and adapt to changing circumstances. Cognitive scientist Stellan Ohlsson analyzes three types of deep, non-monotonic cognitive change: creative insight, adaptation of cognitive skills by learning from errors, and conversion from one belief to another, incompatible belief. For each topic, Ohlsson summarizes past research, re-formulates the relevant research questions, and proposes information-processing mechanisms that answer those questions. The three theories are based on the principles of redistribution of activation, specialization of practical knowledge, and re-subsumption of declarative information. Ohlsson develops the implications of those mechanisms by scaling their effects with respect to time, complexity, and social interaction. The book ends with a unified theory of non-monotonic cognitive change that captures the abstract properties that the three types of change share"--
- Assigning source
- Provided by publisher
- Cataloging source
- DLC
- http://library.link/vocab/creatorName
- Ohlsson, Stellan
- Illustrations
- illustrations
- Index
- index present
- LC call number
- BF318
- LC item number
- .O45 2011
- Literary form
- non fiction
- Nature of contents
- bibliography
- http://library.link/vocab/subjectName
-
- Learning, Psychology of
- Cognitive learning theory
- Mind and body
- Experience
- Label
- Deep learning : how the mind overrides experience, Stellan Ohlsson
- Bibliography note
- Includes bibliographical references (p. 393-514) and indexes
- Contents
- Part I. Introduction : 1. The need to override experience; 2. The nature of the enterprise -- Part II. Creativity : 3. The production of novelty; 4. Creative insight : the redistribution theory; 5. Creative insight writ large -- Part III. Adaptation : 6. The growth of competence; 7. Error correction : the specialization theory; 8. Error correction in context -- Part IV. Conversion: 9. The formation of belief; 10. Belief revision : the resubsumption theory -- Part V. Conclusion : 11. Elements of a unified theory; 12. The recursion curse
- Control code
- 610831555
- Dimensions
- 24 cm
- Extent
- xiii, 523 p.
- Isbn
- 9780521835688
- Lccn
- 2010030593
- Other physical details
- ill.
- System control number
- (OCoLC)610831555
- Label
- Deep learning : how the mind overrides experience, Stellan Ohlsson
- Bibliography note
- Includes bibliographical references (p. 393-514) and indexes
- Contents
- Part I. Introduction : 1. The need to override experience; 2. The nature of the enterprise -- Part II. Creativity : 3. The production of novelty; 4. Creative insight : the redistribution theory; 5. Creative insight writ large -- Part III. Adaptation : 6. The growth of competence; 7. Error correction : the specialization theory; 8. Error correction in context -- Part IV. Conversion: 9. The formation of belief; 10. Belief revision : the resubsumption theory -- Part V. Conclusion : 11. Elements of a unified theory; 12. The recursion curse
- Control code
- 610831555
- Dimensions
- 24 cm
- Extent
- xiii, 523 p.
- Isbn
- 9780521835688
- Lccn
- 2010030593
- Other physical details
- ill.
- System control number
- (OCoLC)610831555
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<div class="citation" vocab="http://schema.org/"><i class="fa fa-external-link-square fa-fw"></i> Data from <span resource="http://link.sandiego.edu/portal/Deep-learning--how-the-mind-overrides/rN2D8-sQNIM/" typeof="Book http://bibfra.me/vocab/lite/Item"><span property="name http://bibfra.me/vocab/lite/label"><a href="http://link.sandiego.edu/portal/Deep-learning--how-the-mind-overrides/rN2D8-sQNIM/">Deep learning : how the mind overrides experience, Stellan Ohlsson</a></span> - <span property="potentialAction" typeOf="OrganizeAction"><span property="agent" typeof="LibrarySystem http://library.link/vocab/LibrarySystem" resource="http://link.sandiego.edu/"><span property="name http://bibfra.me/vocab/lite/label"><a property="url" href="http://link.sandiego.edu/">University of San Diego Libraries</a></span></span></span></span></div>
