{"title":"Neural Network Modeling And Connectionism","description":null,"products":[{"product_id":"rethinking-innateness-book-jeffrey-elman-9780262550307","title":"Rethinking Innateness","description":"\u003cp\u003e\u003ci\u003eRethinking Innateness\u003c\/i\u003e asks the question, What does it really mean to say that a behavior is innate? The authors describe a new framework in which interactions, occurring at all levels, give rise to emergent forms and behaviors. These outcomes often may be highly constrained and universal, yet are not themselves directly contained in the genes in any domain-specific way.\u003c\/p\u003e\u003cp\u003eOne of the key contributions of Rethinking Innateness is a taxonomy of ways in which a behavior can be innate. These include constraints at the level of representation, architecture, and timing; typically, behaviors arise through the interaction of constraints at several of these levels.The ideas are explored through dynamic models inspired by a new kind of developmental connectionism, a marriage of connectionist models and developmental neurobiology, forming a new theoretical framework for the study of behavioral development. While relying heavily on the conceptual and computational tools provided by connectionism, \u003ci\u003eRethinking Innateness\u003c\/i\u003e also identifies ways in which these tools need to be enriched by closer attention to biology.\u003c\/p\u003e","brand":"WoB","offers":[{"title":"GB \/ VERY_GOOD \/ INTERNAL","offer_id":49522935038225,"sku":"GOR002297349","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"US \/ VERY_GOOD \/ SBYB","offer_id":50346395435281,"sku":"CIN026255030XVG","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ LIKE_NEW \/ INTERNAL","offer_id":50510231109905,"sku":"GOR009686170","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ GOOD \/ INTERNAL","offer_id":51347179766033,"sku":"GOR004760523","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"US \/ GOOD \/ SBYB","offer_id":51694864204049,"sku":"CIN026255030XG","price":0.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/026255030X.jpg?v=1751356775"},{"product_id":"exercises-in-rethinking-innateness-book-kim-plunkett-9780262661058","title":"Exercises in Rethinking Innateness","description":"\u003cp\u003eThis book is the companion volume to \u003ci\u003eRethinking Innateness: A Connectionist Perspective on Development\u003c\/i\u003e (The MIT Press, 1996), which proposed a new theoretical framework to answer the question What does it mean to say that a behavior is innate? The new work provides concrete illustrations--in the form of computer simulations--of properties of connectionist models that are particularly relevant to cognitive development. This enables the reader to pursue in depth some of the practical and empirical issues raised in the first book. The authors' larger goal is to demonstrate the usefulness of neural network modeling as a research methodology.\u003c\/p\u003e\u003cp\u003eThe book comes with a complete software package, including demonstration projects, for running neural network simulations on both Macintosh and Windows 95. It also contains a series of exercises in the use of the neural network simulator provided with the book. The software is also available to run on a variety of UNIX platforms.\u003c\/p\u003e","brand":"WoB","offers":[{"title":"GB \/ VERY_GOOD \/ INTERNAL","offer_id":49580561137937,"sku":"GOR004888220","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"US \/ WELL_READ \/ SBYB","offer_id":50347482448145,"sku":"CIN0262661055A","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ NEW \/ INGRAM","offer_id":52137630204177,"sku":"NLS9780262661058","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ GOOD \/ SBYB","offer_id":52491477975313,"sku":"CIN0262661055G","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/0262661055.jpg?v=1751324267"},{"product_id":"mechanisms-of-implicit-learning-book-axel-cleeremans-9780262032056","title":"Mechanisms of Implicit Learning","description":"\u003cp\u003e\u003cb\u003eThis book explores unintentional learning from an information-processing perspective.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eWhat do people learn when they do not know that they are learning? Until recently all of the work in the area of implicit learning focused on empirical questions and methods. In this book, Axel Cleeremans explores unintentional learning from an information-processing perspective. He introduces a theoretical framework that unifies existing data and models on implicit learning, along with a detailed computational model of human performance in sequence-learning situations.\u003c\/p\u003e\u003cp\u003eThe model, based on a simple recurrent network (SRN), is able to predict perfectly the successive elements of sequences generated from finite-state, grammars. Human subjects are shown to exhibit a similar sensitivity to the temporal structure in a series of choice reaction time experiments of increasing complexity; yet their explicit knowledge of the sequence remains limited. Simulation experiments indicate that the SRN model is able to account for these data in great detail.\u003c\/p\u003e\u003cp\u003eCleeremans' model is also useful in understanding the effects of a wide range of variables on sequence-learning performance such as attention, the availability of explicit information, or the complexity of the material. Other architectures that process sequential material are considered. These are contrasted with the SRN model, which they sometimes outperform. Considered together, the models show how complex knowledge may emerge through the operation of elementary mechanisms--a key aspect of implicit learning performance.\u003c\/p\u003e","brand":"WoB","offers":[{"title":"US \/ GOOD \/ SBYB","offer_id":50347473994001,"sku":"CIN0262032058G","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/0262032058.jpg?v=1751324092"},{"product_id":"analogy-making-as-perception-book-melanie-mitchell-9780262515443","title":"Analogy-Making as Perception","description":"\u003cp\u003e\u003cb\u003eAnalogy-Making as Perception is based on the premise that analogy-making is fundamentally a high-level perceptual process in which the interaction of perception and concepts gives rise to conceptual slippages which allow analogies to be made. \u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThe psychologist William James observed that a native talent for perceiving analogies is... the leading fact in genius of every order. The centrality and the ubiquity of analogy in creative thought have been noted again and again by scientists, artists, and writers, and understanding and modeling analogical thought have emerged as two of the most important challenges for cognitive science.\u003ci\u003e Analogy-Making as Perception\u003c\/i\u003e is based on the premise that analogy-making is fundamentally a high-level perceptual process in which the interaction of perception and concepts gives rise to conceptual slippages which allow analogies to be made. It describes Copycat - a computer model of analogymaking, developed by the author with Douglas Hofstadter, that models the complex, subconscious interaction between perception and concepts that underlies the creation of analogies. In Copycat, both concepts and high-level perception are emergent phenomena, arising from large numbers of low-level, parallel, non-deterministic activities. In the spectrum of cognitive modeling approaches, Copycat occupies a unique intermediate position between symbolic systems and connectionist systems a position that is at present the most useful one for understanding the fluidity of concepts and high-level perception. On one level the work described here is about analogy-making, but on another level it is about cognition in general. It explores such issues as the nature of concepts and perception and the emergence of highly flexible concepts from a lower-level subcognitive substrate.\u003c\/p\u003e","brand":"WoB","offers":[{"title":"GB \/ VERY_GOOD \/ INTERNAL","offer_id":50495224971537,"sku":"GOR010539341","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"US \/ GOOD \/ SBYB","offer_id":51325593026833,"sku":"CIN026251544XG","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/026251544X.jpg?v=1750877460"}],"url":"https:\/\/www.worldofbooks.com\/collections\/neural-network-modeling-and-connectionism-book-series.oembed","provider":"World of Books ","version":"1.0","type":"link"}