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Seppo Linnainmaa information


Seppo Ilmari Linnainmaa (born 28 September 1945) is a Finnish mathematician and computer scientist known for creating the modern version of backpropagation.

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Seppo Linnainmaa

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Seppo Ilmari Linnainmaa (born 28 September 1945) is a Finnish mathematician and computer scientist known for creating the modern version of backpropagation...

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Backpropagation

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mode of automatic differentiation or reverse accumulation, due to Seppo Linnainmaa (1970). The term "back-propagating error correction" was introduced...

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Feedforward neural network

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learning, was for the first time published by the Finnish researcher Seppo Linnainmaa. The term (i.e. "back-propagating errors") itself has been used by...

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Multilayer perceptron

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learning, was for the first time published by the Finnish researcher Seppo Linnainmaa. The term (i.e. "back-propagating errors") itself has been used by...

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Artificial intelligence

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(1962); Stuart Dreyfus (1962); Arthur E. Bryson and Yu-Chi Ho (1969); Seppo Linnainmaa (1970); Paul Werbos (1974). In fact, backpropagation and gradient descent...

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Timeline of machine learning

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Jan 2018. Cohen, Harvey. "The Perceptron". Retrieved 5 June 2016. Linnainmaa, Seppo (1970). Algoritmin kumulatiivinen pyoristysvirhe yksittaisten pyoristysvirheiden...

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History of artificial neural networks

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mode of automatic differentiation or reverse accumulation, due to Seppo Linnainmaa (1970). The term "back-propagating errors" was introduced in 1962 by...

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Timeline of artificial intelligence

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Retrieved 23 January 2024. {{cite web}}: Missing or empty |title= (help) Linnainmaa, Seppo (1970). Algoritmin kumulatiivinen pyöristysvirhe yksittäisten pyöristysvirheiden...

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Geoffrey Hinton

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differentiation, of which backpropagation is a special case, was proposed by Seppo Linnainmaa in 1970, and Paul Werbos proposed to use it to train neural networks...

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Automatic differentiation

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been suggested since the late 1960s, but the inventor is unknown. Seppo Linnainmaa published reverse accumulation in 1976. In forward accumulation AD...

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David Rumelhart

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known as the reverse mode of automatic differentiation published by Seppo Linnainmaa in 1970) to multi-layer neural networks. This work showed through experiments...

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History of artificial intelligence

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known as the reverse mode of automatic differentiation published by Seppo Linnainmaa (1970) and applied to neural networks by Paul Werbos. These two discoveries...

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Deep learning

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gradient descent the currently dominant training technique. In 1970, Seppo Linnainmaa published the reverse mode of automatic differentiation of discrete...

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Learning rule

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and hence the XOR problem cannot be solved using this rule alone Seppo Linnainmaa in 1970 is said to have developed the Backpropagation Algorithm but...

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List of cognitive scientists

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Koller Janet Kolodner Yann LeCun Douglas Lenat Antonio Lieto Fei-Fei Li Seppo Linnainmaa Marvin Minsky Tom M. Mitchell Allen Newell Andrew Ng Seymour Papert...

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Recurrent neural network

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doi:10.1109/ICNN.1996.548916. ISBN 978-0-7803-3210-2. S2CID 6536466. Linnainmaa, Seppo (1970). The representation of the cumulative rounding error of an...

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List of Cabinet Ministers from Finland by ministerial portfolio

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Norrback 26 Apr 1991–13 Apr 1995 Aho 1449 Swedish People's Party Tuula Linnainmaa 13 Apr 1995–1 Apr 1997 Lipponen I 720 National Coalition Party Matti Aura...

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List of Finnish MPs

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Ritva Laurila (1978–1995) Sinikka Linkomies-Pohjala (1970–1983) Tuula Linnainmaa (1987–1997) Anna-Kaarina Louvo (1989–1995) Pekka Löyttyniemi (1979–1985)...

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List of cabinet ministers in Finland who have resigned from their office

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Edustajamatrikkeli. "Iiro Viinanen" (in Finnish). Edustajamatrikkeli. "Tuula Linnainmaa" (in Finnish). Edustajamatrikkeli. "SDP:n Arja Alho kaatui vahingonkorvauksiin"...

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Lielahti

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(shopping mall) Tampere.fi: Lielahden Osayleiskaava Selostus (pdf) (in Finnish) Seppo Randell, Näköala Vainiolta, 1997: Lielahden kaupunginosakirja. Tampere:...

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