{"product_id":"connectionism-and-the-mind-isbn-9780631207122","title":"Connectionism and the Mind","description":"\u003ci\u003eConnectionism and the Mind\u003c\/i\u003e provides a clear and balanced introduction to connectionist networks and explores theoretical and philosophical implications. Much of this discussion from the first edition has been updated, and three new chapters have been added on the relation of connectionism to recent work on dynamical systems theory, artificial life, and cognitive neuroscience.\u003cbr\u003e \u003cp\u003eRead two of the sample chapters on line:\u003cbr\u003e \u003c\/p\u003e \u003cp\u003eConnectionism and the Dynamical Approach to Cognition:\u003cbr\u003e http:\/\/www.blackwellpublishing.com\/pdf\/bechtel.pdf\u003cbr\u003e \u003c\/p\u003e \u003cp\u003eNetworks, Robots, and Artificial Life:\u003cbr\u003e http:\/\/www.blackwellpublishing.com\/pdf\/bechtel2.pdf\u003c\/p\u003e  Preface. \u003cp\u003e\u003cb\u003e1. Networks versus Symbol Systems: Two Approaches to Modeling Cognition:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eA Revolution in the Making?.\u003c\/p\u003e \u003cp\u003eForerunners of Connectionism: Pandemonium and Perceptrons.\u003c\/p\u003e \u003cp\u003eThe Allure of Symbol Manipulation.\u003c\/p\u003e \u003cp\u003eThe Disappearance and Re-emergence of Network Models.\u003c\/p\u003e \u003cp\u003eNew Alliances and Unfinished Business.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e2. Connectionist Architectures:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eThe Flavor of Connectionist Processing: A Simulation of Memory Retrieval.\u003c\/p\u003e \u003cp\u003eThe Design Features of a Connectionist Architecture.\u003c\/p\u003e \u003cp\u003eThe Allure of the Connectionist Approach.\u003c\/p\u003e \u003cp\u003eChallenges Facing Connectionist Networks.\u003c\/p\u003e \u003cp\u003eSummary.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e3. Learning:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eTraditional and Contemporary Approaches to Learning.\u003c\/p\u003e \u003cp\u003eConnectionist Models of Learning.\u003c\/p\u003e \u003cp\u003eSome Issues Regarding Learning.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e4. Pattern Recognition and Cognition:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eNetworks as Pattern Recognition Devices.\u003c\/p\u003e \u003cp\u003eExtending Pattern Recognition to Higher Cognition.\u003c\/p\u003e \u003cp\u003eLogical Inference as Pattern Recognition.\u003c\/p\u003e \u003cp\u003eBeyond Pattern Recognition.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e5. Are Rules Required to Process Representations?:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eIs Language Use Governed by Rules?.\u003c\/p\u003e \u003cp\u003eRumelhart and McClelland's Model of Past-Tense Acquisition.\u003c\/p\u003e \u003cp\u003ePinker and Prince's Arguments for Rules.\u003c\/p\u003e \u003cp\u003eAccounting for the U-Shaped Learning Function.\u003c\/p\u003e \u003cp\u003eConclusion.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e6. Are Syntactically Structured Representations Needed?:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eFodor and Pylyshyn's Critique: The Need for Symbolic Representations with Constituent Structure.\u003c\/p\u003e \u003cp\u003eFirst Connectionist Response: Explicitly Implementing Rules and Representations.\u003c\/p\u003e \u003cp\u003eSecond Connectionist Response: Implementing Functionally Compositional Representations.\u003c\/p\u003e \u003cp\u003eThird Connectionist Response: Employing Procedural Knowledge with External Symbols.\u003c\/p\u003e \u003cp\u003eUsing External Symbols to Provide Exact Symbol Processing.\u003c\/p\u003e \u003cp\u003eClarifying the Standard: Systematicity and Degree of Generalizability.\u003c\/p\u003e \u003cp\u003eConclusion.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e7. Simulating Higher Cognition: A Modular Architecture for Processing Scripts:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eOverview of Scripts.\u003c\/p\u003e \u003cp\u003eOverview of Miikkulainen's DISCERN System.\u003c\/p\u003e \u003cp\u003eModular Connectionist Architectures.\u003c\/p\u003e \u003cp\u003eFGREP: An Architecture that Allows the System to Devise Its Own Representations.\u003c\/p\u003e \u003cp\u003eA Self-organizing Lexicon using Kohonen Feature Maps.\u003c\/p\u003e \u003cp\u003eEncoding and Decoding Stories as Scripts.\u003c\/p\u003e \u003cp\u003eA Connectionist Episodic Memory.\u003c\/p\u003e \u003cp\u003ePerformance: Paraphrasing Stories and Answering Questions.\u003c\/p\u003e \u003cp\u003eEvaluating DISCERN.\u003c\/p\u003e \u003cp\u003ePaths Beyond the First Decade of Connectionism.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e8. Connectionism and the Dynamical Approach to Cognition:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eAre We on the Road to a Dynamical Revolution?.\u003c\/p\u003e \u003cp\u003eBasic Concepts of DST: The Geometry of Change.\u003c\/p\u003e \u003cp\u003eUsing Dynamical Systems Tools to Analyze Networks.\u003c\/p\u003e \u003cp\u003ePutting Chaos to Work in Networks.\u003c\/p\u003e \u003cp\u003eIs Dynamicism a Competitor to Connectionism?.\u003c\/p\u003e \u003cp\u003eIs Dynamicism Complementary to Connectionism?.\u003c\/p\u003e \u003cp\u003eConclusion.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e9. Networks, Robots, and Artificial Life:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eRobots and the Genetic Algorithm.\u003c\/p\u003e \u003cp\u003eCellular Automata and the Synthetic Strategy.\u003c\/p\u003e \u003cp\u003eEvolution and Learning in Food-seekers.\u003c\/p\u003e \u003cp\u003eEvolution and Development in Khepera.\u003c\/p\u003e \u003cp\u003eThe Computational Neuroethology of Robots.\u003c\/p\u003e \u003cp\u003eWhen Philosophers Encounter Robots.\u003c\/p\u003e \u003cp\u003eConclusion.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e10. Connectionism and the Brain:\u003c\/b\u003e.\u003c\/p\u003e \u003cp\u003eConnectionism Meets Cognitive Neuroscience.\u003c\/p\u003e \u003cp\u003eFour Connectionist Models of Brain Processes.\u003c\/p\u003e \u003cp\u003eThe Neural Implausibility of Many Connectionist Models.\u003c\/p\u003e \u003cp\u003eWither Connectionism?.\u003c\/p\u003e \u003cp\u003eNotes.\u003c\/p\u003e \u003cp\u003eSources and Suggested Readings.\u003c\/p\u003e \u003cp\u003eAppendix A: Notation.\u003c\/p\u003e \u003cp\u003eAppendix B: Glossary.\u003c\/p\u003e \u003cp\u003eBibliography.\u003c\/p\u003e \u003cp\u003eName Index.\u003c\/p\u003e \u003cp\u003eSubject Index.\u003c\/p\u003e  \"Much more than just an update, this is a thorough and exciting re-build of the classic text. Excellent new treatments of modularity, dynamics, artificial life, and cognitive neuroscience locate connectionism at the very heart of contemporary debates. A superb combination of detail, clarity, scope, and enthusiasm.\" \u003cb\u003eAndy Clark\u003c\/b\u003e, University of Sussex\u003cbr\u003e \u003cp\u003e\"\u003ci\u003eConnectionism and the Mind\u003c\/i\u003e is an extraordinarily comprehensive and thoughtful review of connectionism, with particular emphasis on recent developments. This new edition will be a valuable primer to those new to the field. But there is more: Bechtel and Abrahamsen's trenchant and even-handed analysis of the conceptual issues that are addressed by connectionist models constitute an important original theoretical contribution to cognitive science.\" \u003cb\u003eJeff Elman\u003c\/b\u003e, University of California at San Diego\u003c\/p\u003e  \u003cb\u003eWilliam Bechtel\u003c\/b\u003e is Professor of Philosophy at the University of California, San Diego and Editor of the journal \u003ci\u003ePhilosophical Psychology.\u003c\/i\u003e His publications include \u003ci\u003ePhilosophy of Mind\u003c\/i\u003e (1988), \u003ci\u003ePhilosophy of Science\u003c\/i\u003e (1988), and \u003ci\u003eDiscovering Complexity\u003c\/i\u003e (1993, with Robert Richardson), \u003ci\u003eA Companion to Cognitive Science\u003c\/i\u003e (with George Graham, Blackwell 1999), \u003ci\u003ePhilosophy and the Neurosciences\u003c\/i\u003e (with Pete Mandik, Jennefer Mundale and Robert S. Stufflebeam, Blackwell 2001). \u003cbr\u003e \u003cp\u003e\u003cb\u003eAdele Abrahamsen\u003c\/b\u003e is Associate Professor of Psychology and Undergraduate Director of the Philosophy-Neuroscience-Psychology and Linguistics Programs at Washington University in St. Louis. She is the author of \u003ci\u003eChild Language\u003c\/i\u003e (1977).\u003c\/p\u003e  \u003ci\u003eConnectionism and the Mind\u003c\/i\u003e provides a clear and balanced introduction to connectionist networks and explores their theoretical and philosophical implications. \u003cbr\u003e \u003cp\u003eAs in the first edition, the first few chapters focus on network architecture and offer an accessible treatment of the equations that govern learning and the propagation of activation, including a glossary for reference. The reader is walked step-by-step through such tasks as memory retrieval and prototype formation. The middle chapters pursue the implications of connectionism's focus on pattern recognition and completion as fundamental to cognition. Some proponents of connectionism have emphasized these functions to the point of rejecting any role for linguistically structured representations and rules, resulting in heated debates with advocates of symbol processing accounts of cognition. The coverage of this controversy has been updated and augmented by a new chapter on modular networks. Finally, three new chapters discuss the relation of connectionism to three emerging research programs: dynamical systems theory, artificial life, and cognitive neuroscience.\u003c\/p\u003e","brand":"Wiley-Blackwell","offers":[{"title":"Default Title","offer_id":47988975075557,"sku":"NP9780631207122","price":136.5,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1842\/7735\/files\/9780631207122.jpg?v=1761782276","url":"https:\/\/k12savings.com\/es\/products\/connectionism-and-the-mind-isbn-9780631207122","provider":"K12savings","version":"1.0","type":"link"}