Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Applications of deep and recurrent neural networks in acoustic modeling of speech

2014/15/D/ST6/04402

Keywords:

neural networks deep learning recurrent neural networks unsupervised pretraining representation learning

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems
  • ST6_9: Human computer interaction, speech recognition and synthesis, natural language processing

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Uniwersytet Wrocławski, Wydział Matematyki i Informatyki

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Jan Chorowski 

Number of co-investigators in the project: 3

Call: SONATA 8 - announced on 2014-09-15

Amount awarded: 307 550 PLN

Project start date (Y-m-d): 2015-07-22

Project end date (Y-m-d): 2019-07-21

Project duration:: 48 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Stanowisko obliczeniowe (30 000 PLN)

Information in the final report

  • Articles in post-conference publications (10)
  • Book publications / chapters in book publications (1)
  1. End-to-end attention-based large vocabulary speech recognition
    Authors:
    Dzmitry Bahdanau, Jan Chorowski, Dmitriy Serdyuk, Philemon Brakel, Yoshua Bengio
    Conference:
    Acoustics, Speech and Signal Processing (ICASSP) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 20-25.3.2016
    Status:
    Published
    DOI:
    link to the publication
  2. Robust Training of Vector Quantized Bottleneck Models
    Authors:
    Adrian Łańcucki; Jan Chorowski; Guillaume Sanchez; Ricard Marxer; Nanxin Chen; Hans J.G.A. Dolfing; Sameer Khurana; Tanel Alumäe; Antoine Laurent
    Conference:
    2020 International Joint Conference on Neural Networks (IJCNN) (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja 19-24.07.2020
    Status:
    Published
    DOI:
    link to the publication
  3. Towards Using Context-Dependent Symbols in CTC Without State-Tying Decision Trees
    Authors:
    Jan Chorowski, Adrian Łańcucki, Bartosz Kostka, and Michał Zapotoczny
    Conference:
    Interspeech 2019 (rok: 2019, ), Wydawca: ISCA
    Data:
    konferencja Wrzesień
    Status:
    Published
    DOI:
    link to the publication
  4. Lattice Generation in Attention- Based Speech Recognition Models
    Authors:
    Michał Zapotoczny, Piotr Pietrzak, Adrian Łańcucki, and Jan Chorowski
    Conference:
    Interspeech 2019 (rok: 2019, ), Wydawca: ISCA
    Data:
    konferencja Wrzesień
    Status:
    Published
    DOI:
    link to the publication
  5. Efficient Purely Convolutional Text Encoding
    Authors:
    Szymon Malik, Adrian Lancucki, Jan Chorowski
    Conference:
    Warsztaty LaCATODA przy ICML 2018 (rok: 2018, ), Wydawca: CEUR
    Data:
    konferencja 13.07.2018
    Status:
    Published
    DOI:
    link to the publication
  6. Multipoint Neighbor Embedding
    Authors:
    Adrian Lancucki, Jan Chorowski
    Conference:
    Text, Speech, and Dialogue (rok: 2017, ), Wydawca: Springer
    Data:
    konferencja August 27-31
    Status:
    Published
  7. Unsupervised Neural Segmentation and Clustering for Unit Discovery in Sequential Data
    Authors:
    Jan K Chorowski, Nanxin Chen, Ricard Marxer, Hans J.G.A. Dolfing, Adrian Łańcucki, Guillaume Sanchez, Sameer Khurana, Tanel Alumäe, Antoine Laurent
    Conference:
    NIPS 2019 Workshop on Perception as Generative Reasoning (rok: 2019, ), Wydawca: Workshop organizers
    Data:
    konferencja 13.12.2019
    Status:
    Published
    DOI:
    link to the publication
  8. Character-Based Neural POS Tagger
    Authors:
    Paweł Rychlikowski, Michał Zapotoczny and Jan Chorowski
    Conference:
    Language & Technology Conference (rok: 2017, ), Wydawca: Language & Technology Conference
    Data:
    konferencja November 17-19
    Status:
    Published
  9. Attention-based models for speech recognition
    Authors:
    Jan K Chorowski, Dzmitry Bahdanau, Dmitriy Serdyuk, Kyunghyun Cho, Yoshua Bengio
    Conference:
    Neural Information Processing Systems (rok: 2015, ), Wydawca: NIPS Foundation
    Data:
    konferencja 7-012.12.2015
    Status:
    Published
    DOI:
    link to the publication
  10. On Multilingual Training of Neural Dependency Parsers.
    Authors:
    Michal Zapotoczny, Pawel Rychlikowski, Jan Chorowski
    Conference:
    Text, Speech, and Dialogue 2017 (rok: 2017, ), Wydawca: Springer
    Data:
    konferencja August 27-31
    Status:
    Published
  1. A Talker Ensemble: The University of Wroclaw's Entry to the NIPS 2017 Conversational Intelligence Challenge
    Authors:
    Jan ChorowskiAdrian LancuckiSzymon MalikMaciej PawlikowskiPawel RychlikowskiPawel Zykowski
    Book:
    The NIPS '17 Competition: Building Intelligent Systems (rok: 2018, tom: 1, strony: 59-77), Wydawca: Springer
    Status:
    Published
    DOI:
    link to the publication

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