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19861980s
Parallel Distributed Processing
The manifesto of connectionism, modeling cognition as network activity.
Why It Was Important
The two-volume PDP books argued powerfully against symbolic AI, proposing that human cognition arises from massive networks of simple processing units operating in parallel. This philosophical shift ultimately laid the cognitive science groundwork for the deep learning revolution decades later.
Who Invented It
David Rumelhart & James McClelland
Psychologists and cognitive scientists leading the PDP research group.
Applications
- Cognitive Modeling
- Connectionist Architecture
- Psychology
Key Papers
- Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Volume 1
David E. Rumelhart, James L. McClelland · MIT Press · 1986