Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

Geoffrey Hinton; Li Deng; Dong Yu; George Dahl; Abdel-rahman Mohamed; Navdeep Jaitly; Andrew Senior; Vincent Vanhoucke; Patrick Nguyen; Tara Sainath; Brian Kingsbury

doi:10.1109/msp.2012.2205597

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

IEEE Signal Processing Magazine ◽

10.1109/msp.2012.2205597 ◽

2012 ◽

Vol 29 (6) ◽

pp. 82-97 ◽

Cited By ~ 4215

Author(s):

Geoffrey Hinton ◽

Li Deng ◽

Dong Yu ◽

George Dahl ◽

Abdel-rahman Mohamed ◽

...

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Acoustic Modeling ◽

Research Groups

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Joint acoustic modeling of triphones and trigraphemes by multi-task learning deep neural networks for low-resource speech recognition

2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2014.6854673 ◽

2014 ◽

Cited By ~ 27

Author(s):

Dongpeng Chen ◽

Brian Mak ◽

Cheung-Chi Leung ◽

Sunil Sivadas

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Acoustic Modeling ◽

Low Resource ◽

Task Learning

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Deep neural networks for syllable based acoustic modeling in Chinese speech recognition

2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference ◽

10.1109/apsipa.2013.6694176 ◽

2013 ◽

Cited By ~ 5

Author(s):

Xiangang Li ◽

Caifu Hong ◽

Yuning Yang ◽

Xihong Wu

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Acoustic Modeling

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Investigation of deep neural networks (DNN) for large vocabulary continuous speech recognition: Why DNN surpasses GMMS in acoustic modeling

2012 8th International Symposium on Chinese Spoken Language Processing ◽

10.1109/iscslp.2012.6423452 ◽

2012 ◽

Cited By ~ 41

Author(s):

Jia Pan ◽

Cong Liu ◽

Zhiguo Wang ◽

Yu Hu ◽

Hui Jiang

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Acoustic Modeling ◽

Continuous Speech ◽

Continuous Speech Recognition ◽

Large Vocabulary

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A Comparative Study on Selecting Acoustic Modeling Units in Deep Neural Networks Based Large Vocabulary Chinese Speech Recognition

Lecture Notes in Computer Science - Intelligence Science and Big Data Engineering ◽

10.1007/978-3-642-42057-3_60 ◽

2013 ◽

pp. 473-480 ◽

Cited By ~ 2

Author(s):

Xiangang Li ◽

Yuning Yang ◽

Xihong Wu

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Comparative Study ◽

Deep Neural Networks ◽

Acoustic Modeling ◽

Large Vocabulary

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A comparative study on selecting acoustic modeling units in deep neural networks based large vocabulary Chinese speech recognition

Neurocomputing ◽

10.1016/j.neucom.2014.07.087 ◽

2015 ◽

Vol 170 ◽

pp. 251-256 ◽

Cited By ~ 24

Author(s):

Xiangang Li ◽

Yuning Yang ◽

Zaihu Pang ◽

Xihong Wu

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Comparative Study ◽

Deep Neural Networks ◽

Acoustic Modeling ◽

Large Vocabulary

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Generation of Large-Scale Simulated Utterances in Virtual Rooms to Train Deep-Neural Networks for Far-Field Speech Recognition in Google Home

10.21437/interspeech.2017-1510 ◽

2017 ◽

Cited By ~ 35

Author(s):

Chanwoo Kim ◽

Ananya Misra ◽

Kean Chin ◽

Thad Hughes ◽

Arun Narayanan ◽

...

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Large Scale ◽

Deep Neural Networks ◽

Far Field

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Exploiting Depth and Highway Connections in Convolutional Recurrent Deep Neural Networks for Speech Recognition

10.21437/interspeech.2016-515 ◽

2016 ◽

Cited By ~ 4

Author(s):

Wei-Ning Hsu ◽

Yu Zhang ◽

Ann Lee ◽

James Glass

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks

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Improving Large Vocabulary Urdu Speech Recognition System Using Deep Neural Networks

10.21437/interspeech.2019-2629 ◽

2019 ◽

Cited By ~ 2

Author(s):

Muhammad Umar Farooq ◽

Farah Adeeba ◽

Sahar Rauf ◽

Sarmad Hussain

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Recognition System ◽

Speech Recognition System ◽

Large Vocabulary

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Improving deep neural networks based multi-accent Mandarin speech recognition using i-vectors and accent-specific top layer

10.21437/interspeech.2015-718 ◽

2015 ◽

Author(s):

Mingming Chen ◽

Zhanlei Yang ◽

Jizhong Liang ◽

Yanpeng Li ◽

Wenju Liu

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Mandarin Speech Recognition

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Power, Performance, and Area Benefit of Monolithic 3D ICs for On-Chip Deep Neural Networks Targeting Speech Recognition

ACM Journal on Emerging Technologies in Computing Systems ◽

10.1145/3273956 ◽

2018 ◽

Vol 14 (4) ◽

pp. 1-19

Author(s):

Kyungwook Chang ◽

Deepak Kadetotad ◽

Yu Cao ◽

Jae-Sun Seo ◽

Sung Kyu Lim

Keyword(s):

Neural Networks ◽

Speech Recognition ◽

Deep Neural Networks ◽

Power Performance ◽

3D Ics ◽

On Chip

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