Connectionist Models of Development:

نویسندگان

  • James L. McClelland
  • Gautam Vallabha
چکیده

The symbolic paradigm of cognitive modeling, championed by Minsky and Papert, Newell and Simon, and other pioneers of the 1950’s and 1960’s, remains very much alive and well today. Yet an alternative paradigm, first championed in the 1950’s by Rosenblatt, in which cognitive processes are viewed as emergent functions of a complex stochastic dynamical system, has continued to have adherents. A cooling of interest in such approaches in the 1960’s did not deter Grossberg (1976, 1978a) or James Anderson (1973), and the approach emerged again full force in the 1980’s. Thereafter, many others begun to explore the implications of this paradigm for development (Elman et al., 1996; McClelland, 1989; Plunkett and Marchman, 1993; Schulz, Mareschal & Schmidt, 1994). A parallel and closely related movement, emerging from the physical sciences, also began to gain adherents during the same decade (Schöner & Kelso, 1988) and began to attract the interest of developmental psychologists in the early 1990s (Thelen & Smith, 1994). The present chapter represents our attempt to underscore the common ground between connectionist and dynamical systems approaches. Central to both is the emergent nature of system-level behavior and changes to such behavior through development.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Connectionist modeling of developmental changes in infancy: approaches, challenges, and contributions.

Connectionist models have been applied to many phenomena in infant development including perseveration, language learning, categorization, and causal perception. In this article, we discuss the benefits of connectionist networks for the advancement of theories of early development. In particular, connectionist models contribute novel testable predictions, instantiate the theorized mechanism of ...

متن کامل

Connectionist natural language processing : The state of the artMorten

This Special Issue on Connectionist Models of Human Language Processing provides an opportunity for an appraisal both of speciic connectionist models and of the status and utility of connectionist models of language in general. This introduction provides the background for the papers in the Special Issue. The development of connectionist models of language is traced, from their intellectual ori...

متن کامل

Dynamical Insight into Structure 1 Running head: DYNAMICAL INSIGHT INTO STRUCTURE IN CONNECTIONIST MODELS Dynamical Insight into Structure in Connectionist Models

I discuss a connectionist model, based on Elman’s (1990, 1991) Simple Recurrent Network, of the acquisition of complex syntactic structure. While not intended as a detailed model of the process children go through in acquiring natural languages, the model helps clarify concepts that may be useful for understanding the development of complex abilities. It provides evidence that connectionist lea...

متن کامل

Beyond Backprop: Emerging Trends in Connectionist Models of Development

Since the publication in 1986 of Rumelhart and McClelland's Parallel Distributed Processing: Explorations in the Microstructure of Cognition, neural network or connectionist models have become an increasingly common method for studying learning and development. A wide range of developmental domains have been investigated with connectionist models, including language acquisition, perceptual deve...

متن کامل

SPECIAL SECTION Beyond backprop: emerging trends in connectionist models of development: an introduction

Since the publication in 1986 of Rumelhart and McClelland’s Parallel distributed processing: Explorations in the microstructure of cognition , neural network or connectionist models have become an increasingly common method for studying learning and development. A wide range of developmental domains have been investigated with connectionist models, including language acquisition, perceptual dev...

متن کامل

What do connectionism and social psychology offer each other?

Social psychologists can benefit from exploring connectionist or parallel distributed processing models of mental representation and process also can contribute much to connectionist theory in return. Connectionist models involve many simple processing units that send activation signals over connections. At an abstract level, the models can be described as representing concepts (as distributed ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2003