connectionism
Toward a Unified Theory of Development 豆瓣
作者: Spencer, John 出版社: Oxford University Press, USA 2009 - 6
From William James to Sigmund Freud to Jean Piaget to B.F. Skinner, scholars (and parents!) have wondered how children move from the blooming, buzzing confusion of infancy, through the tumult of childhood and adolescence, into adulthood. Does development occur continuously over time or in a series of dramatic stages? Is development driven by learning or by biological maturational processes? What is the nature of experience, and how does it generate change? The study of development has always been organized around these big questions. And answers to these questions have a profound influence on daily life, forming a framework for how parents think about their own children, and influencing both national policy and educational curricula. This book defines and refines two major theoretical approaches within developmental science that address the central issues of development-connectionism and dynamical systems theory. Spencer, Thomas, and McClelland have brought together chapters that provide an introduction, overview, and critical evaluation of each approach, including three sets of case studies that illustrate how both approaches have been used to study topics ranging from early motor development to the acquisition of grammar. They also present a collection of commentaries by leading scholars, which offer a critical view from both an "outsiders" and an "insiders" perspective. The book is unique in the range of its treatment-it begins to delineate how developmental science can incorporate advances within neuroscience and computational modeling, and brings the new ideas of connectionism and dynamic systems theory into sharper focus, clarifying their usefulness and explanatory power.
联结主义认知心理学 豆瓣
作者: 贾林祥 出版社: 上海教育出版社 2006
以“心理活动象大脑”作为理论启示,采用结构和功能模拟等方法,通过对大脑的同构型和同形型模型的研究来揭示认知过程的本质。在具体研究过程中,特别注重和强调神经网络的整体活动以及联结权重的作用,对感觉、学习、记忆、语言、思维、认知障碍等问题进行较为深入的研究。本书对此进行较为详细的介绍和分析研究,并进行较为全面和客观的评价。