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Author: Terry Regier
Publisher: MIT Press
ISBN: 9780262181730
Category : Computers
Languages : en
Pages : 246
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Book Description
Drawing on ideas from cognitive linguistics, connectionism, and perception, The Human Semantic Potential describes a connectionist model that learns perceptually grounded semantics for natural language in spatial terms. Languages differ in the ways in which they structure space, and Regier's aim is to have the model perform its learning task for terms from any natural language. The system has so far succeeded in learning spatial terms from English, German, Russian, Japanese, and Mixtec. The model views simple movies of two-dimensional objects moving relative to one another and learns to classify them linguistically in accordance with the spatial system of some natural language. The overall goal is to determine which sorts of spatial configurations and events are learnable as the semantics for spatial terms and which are not. Ultimately, the model and its theoretical underpinnings are a step in the direction of articulating biologically based constraints on the nature of human semantic systems. Along the way Regier takes up such substantial issues as the attraction and the liabilities of PDP and structured connectionist modeling, the problem of learning without direct negative evidence, and the area of linguistic universals, which is addressed in the model itself. Trained on spatial terms from different languages, the model permits observations about the possible bases of linguistic universals and interlanguage variation.
Author: Terry Regier
Publisher: MIT Press
ISBN: 9780262181730
Category : Computers
Languages : en
Pages : 246
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Book Description
Drawing on ideas from cognitive linguistics, connectionism, and perception, The Human Semantic Potential describes a connectionist model that learns perceptually grounded semantics for natural language in spatial terms. Languages differ in the ways in which they structure space, and Regier's aim is to have the model perform its learning task for terms from any natural language. The system has so far succeeded in learning spatial terms from English, German, Russian, Japanese, and Mixtec. The model views simple movies of two-dimensional objects moving relative to one another and learns to classify them linguistically in accordance with the spatial system of some natural language. The overall goal is to determine which sorts of spatial configurations and events are learnable as the semantics for spatial terms and which are not. Ultimately, the model and its theoretical underpinnings are a step in the direction of articulating biologically based constraints on the nature of human semantic systems. Along the way Regier takes up such substantial issues as the attraction and the liabilities of PDP and structured connectionist modeling, the problem of learning without direct negative evidence, and the area of linguistic universals, which is addressed in the model itself. Trained on spatial terms from different languages, the model permits observations about the possible bases of linguistic universals and interlanguage variation.
Author: Terry Regier
Publisher: Mit Press
ISBN: 9780262527309
Category : Language Arts & Disciplines
Languages : en
Pages : 240
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Book Description
"Regier's work makes a distinct and tangible contribution to the study of cognition and should be read by anyone interested in language acquisition in particular, and learning in general. This work brings about an impressive integration of ideas from cognitive linguistics, connectionism, and computer science in order to attack the problem of learning perceptually grounded semantics of spatial terms. The research reported in this book is an excellent example of interdisciplinary work." -- Lokendra Shastri, Member AI Group, International Computer Science Institute, Berkeley "Regier develops a structured connectionist model for acquiring spatial concepts that represents the epitome of cognitive science, integrating perspectives from linguistics, artificial intelligence, and psychology. This work further represents an excellent example of how a complex model should be analyzed to establish its core properties, implications, and limitations. Besides having considerable scientific merit, the book is highly engaging, frequently provocative, and beautifully written." -- Lawrence W. Barsalou, Professor of Psychology, University of Chicago Drawing on ideas from cognitive linguistics, connectionism, and perception, The Human Semantic Potential describes a connectionist model that learns perceptually grounded semantics for natural language in spatial terms. Languages differ in the ways in which they structure space, and Regier's aim is to have the model perform its learning task for terms from any natural language. The system has so far succeeded in learning spatial terms from English, German, Russian, Japanese, andMixtec. The model views simple movies of two-dimensional objects moving relative to one another and learns to classify them linguistically in accordance with the spatial system of some natural language. The overall goal is to determine which sorts of spatial configurations and events are learnable as the semantics for spatial terms and which are not. Ultimately, the model and its theoretical underpinnings are a step in the direction of articulating biologically based constraints on the nature of human semantic systems. Along the way Regier takes up such substantial issues as the attraction and the liabilities of PDP and structured connectionist modeling, the problem of learning without direct negative evidence, and the area of linguistic universals, which is addressed in the model itself. Trained on spatial terms from different languages, the model permits observations about the possible bases of linguistic universals and interlanguage variation. Neural Network Modeling and Connectionism series
Author: Angela D. Friederici
Publisher: MIT Press
ISBN: 0262036924
Category : Language Arts & Disciplines
Languages : en
Pages : 300
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Book Description
A comprehensive account of the neurobiological basis of language, arguing that species-specific brain differences may be at the root of the human capacity for language. Language makes us human. It is an intrinsic part of us, although we seldom think about it. Language is also an extremely complex entity with subcomponents responsible for its phonological, syntactic, and semantic aspects. In this landmark work, Angela Friederici offers a comprehensive account of these subcomponents and how they are integrated. Tracing the neurobiological basis of language across brain regions in humans and other primate species, she argues that species-specific brain differences may be at the root of the human capacity for language. Friederici shows which brain regions support the different language processes and, more important, how these brain regions are connected structurally and functionally to make language processes that take place in milliseconds possible. She finds that one particular brain structure (a white matter dorsal tract), connecting syntax-relevant brain regions, is present only in the mature human brain and only weakly present in other primate brains. Is this the “missing link” that explains humans' capacity for language? Friederici describes the basic language functions and their brain basis; the language networks connecting different language-related brain regions; the brain basis of language acquisition during early childhood and when learning a second language, proposing a neurocognitive model of the ontogeny of language; and the evolution of language and underlying neural constraints. She finds that it is the information exchange between the relevant brain regions, supported by the white matter tract, that is the crucial factor in both language development and evolution.
Author: Steven J. Luck
Publisher: MIT Press
ISBN: 0262324067
Category : Science
Languages : en
Pages : 417
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Book Description
An essential guide to designing, conducting, and analyzing event-related potential (ERP) experiments, completely updated for this edition. The event-related potential (ERP) technique, in which neural responses to specific events are extracted from the EEG, provides a powerful noninvasive tool for exploring the human brain. This volume describes practical methods for ERP research along with the underlying theoretical rationale. It offers researchers and students an essential guide to designing, conducting, and analyzing ERP experiments. This second edition has been completely updated, with additional material, new chapters, and more accessible explanations. Freely available supplementary material, including several online-only chapters, offer expanded or advanced treatment of selected topics. The first half of the book presents essential background information, describing the origins of ERPs, the nature of ERP components, and the design of ERP experiments. The second half of the book offers a detailed treatment of the main steps involved in conducting ERP experiments, covering such topics as recording the EEG, filtering the EEG and ERP waveforms, and quantifying amplitudes and latencies. Throughout, the emphasis is on rigorous experimental design and relatively simple analyses. New material in the second edition includes entire chapters devoted to components, artifacts, measuring amplitudes and latencies, and statistical analysis; updated coverage of recording technologies; concrete examples of experimental design; and many more figures. Online chapters cover such topics as overlap, localization, writing and reviewing ERP papers, and setting up and running an ERP lab.
Author: Ronald W. Langacker
Publisher: Oxford University Press
ISBN: 0199887209
Category : Language Arts & Disciplines
Languages : en
Pages : 573
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Book Description
This book fills a long standing need for a basic introduction to Cognitive Grammar that is current, authoritative, comprehensive, and approachable. It presents a synthesis that draws together and refines the descriptive and theoretical notions developed in this framework over the course of three decades. In a unified manner, it accommodates both the conceptual and the social-interactive basis of linguistic structure, as well as the need for both functional explanation and explicit structural description. Starting with the fundamentals, essential aspects of the theory are systematically laid out with concrete illustrations and careful discussion of their rationale. Among the topics surveyed are conceptual semantics, grammatical classes, grammatical constructions, the lexicon-grammar continuum characterized as assemblies of symbolic structures (form-meaning pairings), and the usage-based account of productivity, restrictions, and well-formedness. The theory's central claim - that grammar is inherently meaningful - is thereby shown to be viable. The framework is further elucidated through application to nominal structure, clause structure, and complex sentences. These are examined in broad perspective, with exemplification from English and numerous other languages. In line with the theory's general principles, they are discussed not only in terms of their structural characterization, but also their conceptual value and functional motivation. Other matters explored include discourse, the temporal dimension of language structure, and what grammar reveals about cognitive processes and the construction of our mental world.
Author: Floriana Esposito
Publisher: Springer
ISBN: 3540318933
Category : Computers
Languages : en
Pages : 878
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Book Description
“Intelligent systems are those which produce intelligent o?springs.” AI researchers have been focusing on developing and employing strong methods that are capable of solving complex real-life problems. The 18th International Conference on Industrial & Engineering Applications of Arti?cial Intelligence & Expert Systems (IEA/AIE 2005) held in Bari, Italy presented such work performed by many scientists worldwide. The Program Committee selected long papers from contributions presenting more complete work and posters from those reporting ongoing research. The Committee enforced the rule that only original and unpublished work could be considered for inclusion in these proceedings. The Program Committee selected 116 contributions from the 271 subm- ted papers which cover the following topics: arti?cial systems, search engines, intelligent interfaces, knowledge discovery, knowledge-based technologies, na- ral language processing, machine learning applications, reasoning technologies, uncertainty management, applied data mining, and technologies for knowledge management. The contributions oriented to the technological aspects of AI and the quality of the papers are witness to a research activity clearly aimed at consolidating the theoretical results that have already been achieved. The c- ference program also included two invited lectures, by Katharina Morik and Roberto Pieraccini. Manypeoplecontributedindi?erentwaystothesuccessoftheconferenceand to this volume. The authors who continue to show their enthusiastic interest in applied intelligence research are a very important part of our success. We highly appreciate the contribution of the members of the Program Committee, as well as others who reviewed all the submitted papers with e?ciency and dedication.
Author: Peter Gardenfors
Publisher: MIT Press
ISBN: 0262533758
Category : Language Arts & Disciplines
Languages : en
Pages : 357
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Book Description
A novel cognitive theory of semantics that proposes that the meanings of words can be described in terms of geometric structures. In The Geometry of Meaning, Peter Gärdenfors proposes a theory of semantics that bridges cognitive science and linguistics and shows how theories of cognitive processes, in particular concept formation, can be exploited in a general semantic model. He argues that our minds organize the information involved in communicative acts in a format that can be modeled in geometric or topological terms—in what he terms conceptual spaces, extending the theory he presented in an earlier book by that name. Many semantic theories consider the meanings of words as relatively stable and independent of the communicative context. Gärdenfors focuses instead on how various forms of communication establish a system of meanings that becomes shared between interlocutors. He argues that these “meetings of mind” depend on the underlying geometric structures, and that these structures facilitate language learning. Turning to lexical semantics, Gärdenfors argues that a unified theory of word meaning can be developed by using conceptual spaces. He shows that the meaning of different word classes can be given a cognitive grounding, and offers semantic analyses of nouns, adjectives, verbs, and prepositions. He also presents models of how the meanings of words are composed to form new meanings and of the basic semantic role of sentences. Finally, he considers the future implications of his theory for robot semantics and the Semantic Web.
Author: Eva-Maria Graf
Publisher: Gunter Narr Verlag
ISBN: 9783823362555
Category : Language Arts & Disciplines
Languages : en
Pages : 276
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Book Description
Author: Mario Brdar
Publisher: John Benjamins Publishing
ISBN: 9027223866
Category : Language Arts & Disciplines
Languages : en
Pages : 371
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Book Description
Cognitive Linguistics is not a unified theory of language but rather a set of flexible and mutually compatible theoretical frameworks. This volume is of interest to scholars and students wishing to inform themselves about the state and possible future developments of Cognitive Linguistics
Author: Tom Ziemke
Publisher: Walter de Gruyter
ISBN: 9783110193275
Category : Language and languages
Languages : en
Pages : 484
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Book Description
