“Learning representations by back-propagating errors”

E11117

landmark paper in machine learning research article scientific paper

“Learning representations by back-propagating errors” is a landmark 1986 research paper that popularized the backpropagation algorithm for training multi-layer neural networks, helping to launch the modern field of deep learning.

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Learning representations by back-propagating errors	1

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Predicate	Object
instanceOf	landmark paper in machine learning ⓘ research article ⓘ scientific paper ⓘ
algorithmType	gradient-based learning algorithm ⓘ
author	David E. Rumelhart ⓘ Geoffrey Hinton ⓘ surface form: Geoffrey E. Hinton Ronald J. Williams ⓘ
citationStatus	highly cited paper in machine learning ⓘ
contribution	demonstrated that internal representations can be learned by gradient descent ⓘ popularized backpropagation for training multi-layer neural networks ⓘ showed that distributed representations can solve complex pattern recognition tasks ⓘ
era	connectionist revival of the 1980s ⓘ
field	artificial intelligence ⓘ deep learning ⓘ machine learning ⓘ neural networks ⓘ
focus	learning internal hidden-unit representations ⓘ training feedforward neural networks ⓘ
historicalSignificance	helped launch the modern field of deep learning ⓘ
influencedField	computer vision ⓘ deep learning ⓘ natural language processing ⓘ speech recognition ⓘ
language	English ⓘ
learningParadigm	error backpropagation ⓘ
mainTopic	backpropagation algorithm ⓘ multi-layer neural networks ⓘ representation learning ⓘ supervised learning ⓘ
method	chain rule of calculus for error propagation ⓘ gradient descent on error function ⓘ
networkType	multi-layer perceptron ⓘ
publicationYear	1986 ⓘ
publishedIn	Nature ⓘ
publisher	Nature Publishing Group ⓘ
relatedAlgorithm	backpropagation ⓘ
relatedConcept	credit assignment problem ⓘ distributed representations ⓘ gradient-based optimization ⓘ
title	“Learning representations by back-propagating errors” self-link ⓘ surface form: Learning representations by back-propagating errors

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Geoffrey Hinton → notableWork → “Learning representations by back-propagating errors” ⓘ

“Learning representations by back-propagating errors” → title → “Learning representations by back-propagating errors” self-link ⓘ

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