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Science & invention

David Rumelhart

1942–2011 · cognitive psychologist

Cognitive scientist whose work on parallel distributed processing and backpropagation laid foundations for modern neural networks; he spent his last years in the Ann Arbor area.

Portrait of David Rumelhart
Photo: Rolf Kickuth · CC BY-SA 4.0
Born

Wessington Springs, South Dakota
Died

Chelsea, Michigan
aged 68
Birth name
David Everett Rumelhart
Also known as
David E. Rumelhart
Detroit years
2000s–2011
Field
Science & invention

01 / The Detroit story

The Detroit story

Rumelhart was born in South Dakota in 1942 and made his career at the University of California, San Diego, and Stanford. He built formal models of human cognition, from reading and story understanding to memory, and with James McClelland led the group that produced Parallel Distributed Processing (1986), which revived interest in brain-like networks of simple units. In the same year, with Geoffrey Hinton and Ronald Williams, he published the paper that popularized backpropagation, the learning method at the heart of today's deep learning. He received a MacArthur Fellowship in 1987 and was elected to the National Academy of Sciences in 1991. Stricken by Pick's disease, a progressive brain disorder, he spent his final years living with his brother in Ann Arbor, and he died in nearby Chelsea in 2011. The Rumelhart Prize in cognitive science is named for him.

Highlights

  1. Parallel Distributed Processing (1986), with James McClelland and the PDP group
  2. Co-author of the 1986 backpropagation paper with Geoffrey Hinton and Ronald Williams
  3. MacArthur Fellowship, 1987; National Academy of Sciences, 1991
  4. The David E. Rumelhart Prize in cognitive science bears his name