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The harmonic mind [2vols set] : Paul Smolensky and Geraldine Legendre

By: Smolensky, Paul.
Contributor(s): Legendre, Geraldine.
Material type: materialTypeLabelBookPublisher: Cambridge MIT 2006Description: 2v.(various pagings).ISBN: 9780262516198.Subject(s): Neural Networks | Natural Language Processing | Artificial IntelligenceDDC classification: 006.32 | Sm77h
Contents:
Contents: v.1. Cognitive architecture -- v.2. Linguistic and philosophical implications
Summary: Despite their apparently divergent accounts of higher cognition, cognitive theories based on neural computation and those employing symboliccomputation can in fact strengthen one another. To substantiate this controversialclaim, this landmark work develops in depth a cognitive architecture based in neuralcomputation but supporting formally explicit higher-level symbolic descriptions, including new grammar formalisms.Detailed studies in both phonology and syntaxprovide arguments that these grammatical theories and their neural networkrealizations enable deeper explanations of early acquisition, processing difficulty, cross-linguistic typology, and the possibility of genomically encoding universalprinciples of grammar. Foundational questions concerning the explanatory status ofsymbols for central problems such as the unbounded productivity of higher cognitionare also given proper treatment.The work is made accessible to scholars in differentfields of cognitive science through tutorial chapters and numerous expository boxesproviding background material from several disciplines. Examples common to differentchapters facilitate the transition from more basic to more sophisticated treatments.Details of method, formalism, and foundation are presented in later chapters, offering a wealth of new results to specialists in psycholinguistics, languageacquisition, theoretical linguistics, computational linguistics, computationalneuroscience, connectionist modeling, and philosophy of mind.
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Item type Current location Collection Call number Vol info url Status Date due Barcode Item holds
Books Books PK Kelkar Library, IIT Kanpur
General Stacks 006.32 Sm77h v.1 (Browse shelf) v.1 Available A158702
Books Books PK Kelkar Library, IIT Kanpur
COMPACT STORAGE (BASEMENT) 006.32 Sm77h v.2 (Browse shelf) v.2 Book Request Available A158703
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006.32 M96m Multidimensional neural networks 006.32 N112S SENSORY NEURAL NETWORKS 006.32 N19L NATURE-INSPIRED METHODS IN CHEMOMETRICS 006.32 Sm77h v.2 The harmonic mind [2vols set] 006.32 SO23 SOFT COMPUTING & INTELLIGENT SYSTEMS 006.32 Z61P PARALLEL VLSI NEURAL SYSTEM DESIGN 006.3202462 T629N NEURAL COMPUTING FOR STRUCTURAL MECHANICS

Contents: v.1. Cognitive architecture -- v.2. Linguistic and philosophical implications

Despite their apparently divergent accounts of higher cognition, cognitive theories based on neural computation and those employing symboliccomputation can in fact strengthen one another. To substantiate this controversialclaim, this landmark work develops in depth a cognitive architecture based in neuralcomputation but supporting formally explicit higher-level symbolic descriptions, including new grammar formalisms.Detailed studies in both phonology and syntaxprovide arguments that these grammatical theories and their neural networkrealizations enable deeper explanations of early acquisition, processing difficulty, cross-linguistic typology, and the possibility of genomically encoding universalprinciples of grammar. Foundational questions concerning the explanatory status ofsymbols for central problems such as the unbounded productivity of higher cognitionare also given proper treatment.The work is made accessible to scholars in differentfields of cognitive science through tutorial chapters and numerous expository boxesproviding background material from several disciplines. Examples common to differentchapters facilitate the transition from more basic to more sophisticated treatments.Details of method, formalism, and foundation are presented in later chapters, offering a wealth of new results to specialists in psycholinguistics, languageacquisition, theoretical linguistics, computational linguistics, computationalneuroscience, connectionist modeling, and philosophy of mind.

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