A symbolic-connectionist theory of relational inference and generalization.

JE Hummel, KJ Holyoak - Psychological review, 2003 - psycnet.apa.org
The authors present a theory of how relational inference and generalization can be
accomplished within a cognitive architecture that is psychologically and neurally realistic …

A theory of the discovery and predication of relational concepts.

LAA Doumas, JE Hummel, CM Sandhofer - Psychological review, 2008 - psycnet.apa.org
Relational thinking plays a central role in human cognition. However, it is not known how
children and adults acquire relational concepts and come to represent them in a form that is …

Distributed representations of structure: A theory of analogical access and mapping.

JE Hummel, KJ Holyoak - Psychological review, 1997 - psycnet.apa.org
This article describes an integrated theory of analogical access and mapping, instantiated in
a computational model called LISA (Learning and Inference with Schemas and Analogies) …

[引用][C] Representation and structure in connectionist models

JL Elman - 1991 - direct.mit.edu
Connectionist models appear to provide a new and different framework for understanding
cognition. It is therefore natural to wonder how these models might differ from traditional …

[图书][B] Connectionist-symbolic integration: From unified to hybrid approaches

R Sun, F Alexandre - 2013 - api.taylorfrancis.com
A variety of ideas, approaches, and techniques exist--in terms of both architecture and
learning--and this abundance seems to lead to many exciting possibilities in terms of …

Induction of relational schemas: Common processes in reasoning and complex learning

GS Halford, JD Bain, MT Maybery, G Andrews - Cognitive psychology, 1998 - Elsevier
Five experiments were performed to test whether participants induced a coherent
representation of the structure of a task, called a relational schema, from specific instances …

Reasoning about relations.

GP Goodwin, PN Johnson-Laird - Psychological review, 2005 - psycnet.apa.org
Inferences about spatial, temporal, and other relations are ubiquitous. This article presents a
novel model-based theory of such reasoning. The theory depends on 5 principles.(a) The …

Relational reasoning in a neurally plausible cognitive architecture: An overview of the LISA project

JE Hummel, KJ Holyoak - Current Directions in …, 2005 - journals.sagepub.com
Human mental representations are both flexible and structured—properties that, together,
present challenging design requirements for a model of human thinking. The Learning and …

Analogical processes in human thinking and learning

D Gentner, J Colhoun - Towards a theory of thinking: Building blocks for a …, 2010 - Springer
Much of humankind's remarkable mental aptitude can be attributed to analogical ability-the
ability to perceive and use relational similarity. In this chapter, we present an overview of …

Connectionist inference models

A Browne, R Sun - Neural Networks, 2001 - Elsevier
The performance of symbolic inference tasks has long been a challenge to connectionists. In
this paper, we present an extended survey of this area. Existing connectionist inference …