Localist representations are a desirable emergent property of neurologically plausible neural networks
David Bourget (Western Ontario)
David Chalmers (ANU, NYU)
Rafael De Clercq
Jack Alan Reynolds
Learn more about PhilPapers
Behavioral and Brain Sciences 23 (4):485-486 (2000)
Page has done connectionist researchers a valuable service in this target article. He points out that connectionist models using localized representations often work as well or better than models using distributed representations. I point out that models using distributed representations are difficult to understand and often lack parsimony and plausibility. In conclusion, I give an example – the case of the missing fundamental in music – that can easily be explained by a model using localist representations but can be explained only with great difficulty and implausibility by a model using distributed representations.
|Keywords||No keywords specified (fix it)|
|Categories||categorize this paper)|
Setup an account with your affiliations in order to access resources via your University's proxy server
Configure custom proxy (use this if your affiliation does not provide a proxy)
|Through your library|
References found in this work BETA
No references found.
Citations of this work BETA
No citations found.
Similar books and articles
Alan D. Pickering (2000). Dynamic Thresholds for Controlling Encoding and Retrieval Operations in Localist (or Distributed) Neural Networks: The Need for Biologically Plausible Implementations. Behavioral and Brain Sciences 23 (4):488-489.
Jeffrey S. Bowers (2000). Further Arguments in Support of Localist Coding in Connectionist Networks. Behavioral and Brain Sciences 23 (4):471-471.
John E. Hummel (2000). Localism as a First Step Toward Symbolic Representation. Behavioral and Brain Sciences 23 (4):480-481.
Gail A. Carpenter (2000). Combining Distributed and Localist Computations in Real-Time Neural Networks. Behavioral and Brain Sciences 23 (4):473-474.
Stephen Grossberg (2000). Localist but Distributed Representations. Behavioral and Brain Sciences 23 (4):478-479.
Robert M. French & Elizabeth Thomas (2000). Why Localist Connectionist Models Are Inadequate for Categorization. Behavioral and Brain Sciences 23 (4):477-477.
Norman D. Cook (2000). Localist Representations and Theoretical Clarity. Behavioral and Brain Sciences 23 (4):474-475.
Ingmar Visser (2000). Hidden Markov Model Interpretations of Neural Networks. Behavioral and Brain Sciences 23 (4):494-495.
Simon Farrell & Stephan Lewandowsky (2000). The Case Against Distributed Representations: Lack of Evidence. Behavioral and Brain Sciences 23 (4):476-477.
Mike Page (2000). Connectionist Modelling in Psychology: A Localist Manifesto. Behavioral and Brain Sciences 23 (4):443-467.
Added to index2009-01-28
Total downloads18 ( #150,849 of 1,725,558 )
Recent downloads (6 months)1 ( #349,436 of 1,725,558 )
How can I increase my downloads?