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

2014/15/D/ST6/04402

Keywords

Descriptors

  • ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowanie w przetwarzaniu sygnałów
  • ST6_7: Sztuczna inteligencja, systemy inteligentne i wieloagentowe
  • ST6_9: Interakcja człowiek – komputer, rozpoznawanie i synteza mowy, przetwarzanie języka naturalnego

Panel

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

Host institution

Uniwersytet Wrocławski, Wydział Matematyki i Informatyki

Voivodeship: dolnośląskie

Other projects carried out by the institution »

Principal investigator (from the host institution)

dr Jan Kazimierz 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
2015-07-22
Project end date
2019-07-21
Project duration
48 months (the same as in the proposal)
Project status
Project settled

Equipment purchased [PL]

  1. Stanowisko obliczeniowe. Cost: 30 000 PLN

Information in the final report

Articles in post-conference publications (10)

  1. Attention-based models for speech recognition

    Authors:
    Jan K Chorowski, Dzmitry Bahdanau, Dmitriy Serdyuk, Kyunghyun Cho, Yoshua Bengio
    Conference:
    Neural Information Processing Systems (year: 2015, pages: 577-585), Publisher: NIPS Foundation
    Date:
    conference 7-012.12.2015
    Status:
    Published
    DOI:
    link to the publication

  2. 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) (year: 2016, pages: 4945-4949), Publisher: IEEE
    Date:
    conference 20-25.3.2016
    Status:
    Published
    DOI:
    link to the publication

  3. 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 (year: 2019, pages: 46031), Publisher: Workshop organizers
    Date:
    conference 13.12.2019
    Status:
    Published
    DOI:
    link to the publication

  4. 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) (year: 2020, pages: 46029), Publisher: IEEE
    Date:
    conference 19-24.07.2020
    Status:
    Published
    DOI:
    link to the publication

  5. On Multilingual Training of Neural Dependency Parsers.

    Authors:
    Michal Zapotoczny, Pawel Rychlikowski, Jan Chorowski
    Conference:
    Text, Speech, and Dialogue 2017 (year: 2017, pages: 326-334), Publisher: Springer
    Date:
    conference August 27-31
    Status:
    Published

  6. 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 (year: 2019, pages: 4385–4389), Publisher: ISCA
    Date:
    conference Wrzesień
    Status:
    Published
    DOI:
    link to the publication

  7. Lattice Generation in Attention- Based Speech Recognition Models

    Authors:
    Michał Zapotoczny, Piotr Pietrzak, Adrian Łańcucki, and Jan Chorowski
    Conference:
    Interspeech 2019 (year: 2019, pages: 2225-2229), Publisher: ISCA
    Date:
    conference Wrzesień
    Status:
    Published
    DOI:
    link to the publication

  8. Efficient Purely Convolutional Text Encoding

    Authors:
    Szymon Malik, Adrian Lancucki, Jan Chorowski
    Conference:
    Warsztaty LaCATODA przy ICML 2018 (year: 2018, pages: 14-23), Publisher: CEUR
    Date:
    conference 13.07.2018
    Status:
    Published
    DOI:
    link to the publication

  9. Multipoint Neighbor Embedding

    Authors:
    Adrian Lancucki, Jan Chorowski
    Conference:
    Text, Speech, and Dialogue (year: 2017, pages: 456-464), Publisher: Springer
    Date:
    conference August 27-31
    Status:
    Published

  10. Character-Based Neural POS Tagger

    Authors:
    Paweł Rychlikowski, Michał Zapotoczny and Jan Chorowski
    Conference:
    Language & Technology Conference (year: 2017, pages: 382-385), Publisher: Language & Technology Conference
    Date:
    conference November 17-19
    Status:
    Published

Book publications / chapters in book publications (1)

  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 (year: 2018, volume: 1, pages: 59-77), Publisher: Springer
    Status:
    Published
    DOI:
    link to the publication

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