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Paul Werbos

American scientist and machine learning expert


American scientist and machine learning expert

FieldValue
namePaul Werbos
imagePaulWerbos-IJCNNseattle1991-07-08.jpg
captionPaul Werbos at the International Joint Conference on Neural Networks (IJCNN) in Seattle on 8 July 1991
birth_namePaul John Werbos
birth_date
fieldsSocial science
Machine learning
alma_materHarvard University
thesis_titleBeyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences
thesis_urlhttps://gwern.net/doc/ai/nn/1974-werbos.pdf
thesis_year1974
doctoral_advisorKarl Deutsch
academic_advisorsYu-Chi Ho
known_forBackpropagation
awardsIEEE Neural Network Pioneer Award (1995)
IEEE Frank Rosenblatt Award (2022)

Machine learning IEEE Frank Rosenblatt Award (2022)

Paul John Werbos (born September 4, 1947) is an American social scientist and machine learning pioneer. He is best known for his 1974 dissertation, which first described the process of training artificial neural networks through backpropagation of errors. He also was a pioneer of recurrent neural networks.

Werbos was one of the original three two-year Presidents of the International Neural Network Society (INNS). In 1995, he was awarded the IEEE Neural Network Pioneer Award for the discovery of backpropagation and other basic neural network learning frameworks such as Adaptive Dynamic Programming.

Werbos has also written on quantum mechanics and other areas of physics. He also has interest in larger questions relating to consciousness, the foundations of physics, and human potential.

He served as program director in the National Science Foundation for several years until 2015.

References

References

  1. Werbos, Paul J.. (1994). "The Roots of Backpropagation : From Ordered Derivatives to Neural Networks and Political Forecasting". John Wiley & Sons.
  2. Werbos, P.. (1990). "Backpropagation Through Time: What It Does and How to Do It". Proceedings of the IEEE.
  3. "Award Recipients".
  4. Werbos, Paul J.. (2005). "A Conjecture About Fermi–Bose Equivalence".
  5. (December 7, 2012). "Discussion with Paul Werbos on the Nature of Quantum Nonlocality".
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