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publications [2019/12/28 15:02]
admin
publications [2020/06/21 09:08]
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 Notable achievements:​ Notable achievements:​
-  * 1986: Deep Neural Networks ​were first used for my [[#mphil86|MPhil thesis]] - these had the form o_i = f(\sum_n^i-1 w_ij o_j) and so were very deep having only one unit per layer, yet trained well as they had skip connections stretching back to the input. ​+  * 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 o_i = f(\sum_n^i-1 w_ij o_j) and so were very deep having only one unit per layer, yet trained well as they had skip connections stretching back to the input. 
 +  * 1987: First publicaiton 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.]])
  
  
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   * A. J. Robinson and F. Fallside. A dynamic connectionist model for phoneme recognition:​ Preliminary results. Technical Report CUED/​F-INFENG/​TR.14,​ Cambridge University Engineering Department, 1988.   * A. J. Robinson and F. Fallside. A dynamic connectionist model for phoneme recognition:​ Preliminary results. Technical Report CUED/​F-INFENG/​TR.14,​ Cambridge University Engineering Department, 1988.
   * [[https://​www.academia.edu/​30351853/​The_utility_driven_dynamic_error_propagation_network|The utility driven dynamic error propagation network.]] A. J. Robinson and F. Fallside. Technical Report CUED/​F-INFENG/​TR.1,​ Cambridge University Engineering Department, 1987.   * [[https://​www.academia.edu/​30351853/​The_utility_driven_dynamic_error_propagation_network|The utility driven dynamic error propagation network.]] A. J. Robinson and F. Fallside. Technical Report CUED/​F-INFENG/​TR.1,​ Cambridge University Engineering Department, 1987.
-  * <​html><​a name="​mphil86"</​a></​html>​[[https://​www.researchgate.net/​publication/​338188874_Speech_Recognition_with_Associative_Networks|Speech Recognition with Associative Networks.]] Tony Robinson, MPhil thesis, Cambridge University Engineering Department, Trumpington Street, Cambridge CB2 1PZ, UK, September 1986.+  * [[https://​www.researchgate.net/​publication/​338188874_Speech_Recognition_with_Associative_Networks|Speech Recognition with Associative Networks.]] Tony Robinson, MPhil thesis, Cambridge University Engineering Department, Trumpington Street, Cambridge CB2 1PZ, UK, September 1986.
  
 IN PROGRESS: ​ Email me if you want a copy of something that doesn'​t yet have a PDF. IN PROGRESS: ​ Email me if you want a copy of something that doesn'​t yet have a PDF.