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publications [2020/07/09 04:54]
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publications [2020/07/09 04:55]
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 === Notable achievements:​ === === Notable achievements:​ ===
  
-  * 1986: First implementation of Deep Neural Networks ([[https://​www.researchgate.net/​publication/​338188874_Speech_Recognition_with_Associative_Networks|Speech Recognition with Associative Networks.]]) - these had the form x<​sub>​i</​sub>​ = f(∑<​sup>​i-1</​sup>​ w<​sub>​ij</​sub>​ x<​sub>​j</​sub>​) and so were very deep having ​yet trained well using all possible skip connections.+  * 1986: First implementation of Deep Neural Networks ([[https://​www.researchgate.net/​publication/​338188874_Speech_Recognition_with_Associative_Networks|Speech Recognition with Associative Networks.]]) - these had the form x<​sub>​i</​sub>​ = f(∑<​sup>​i-1</​sup>​ w<​sub>​ij</​sub>​ x<​sub>​j</​sub>​) and so were maximally ​deep yet trained well using all possible skip connections.
   * 1987: First publication of Real Time Recurrent Learning ([[https://​www.academia.edu/​30351853/​The_utility_driven_dynamic_error_propagation_network|The utility driven dynamic error propagation network.]] also [[https://​papers.nips.cc/​paper/​42-static-and-dynamic-error-propagation-networks-with-application-to-speech-coding|Static and dynamic error propagation networks with application to speech coding.]])   * 1987: First publication of Real Time Recurrent Learning ([[https://​www.academia.edu/​30351853/​The_utility_driven_dynamic_error_propagation_network|The utility driven dynamic error propagation network.]] also [[https://​papers.nips.cc/​paper/​42-static-and-dynamic-error-propagation-networks-with-application-to-speech-coding|Static and dynamic error propagation networks with application to speech coding.]])
   * 1991: First state-of-the-art ASR with neural networks ([[http://​mi.eng.cam.ac.uk/​reports/​svr-ftp/​auto-pdf/​robinson_tr82.pdf|Several improvements to a recurrent error propagation network phone recognition system]])   * 1991: First state-of-the-art ASR with neural networks ([[http://​mi.eng.cam.ac.uk/​reports/​svr-ftp/​auto-pdf/​robinson_tr82.pdf|Several improvements to a recurrent error propagation network phone recognition system]])