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特別研究員 丹羽 健太
  • 特別研究員

    丹羽 健太

  • NTTコミュニケーション科学基礎研究所・
    NTTコンピュータ&データサイエンス研究所

非同期分散型の機械学習・推論

効率的な機械学習・推論をするためのアルゴリズムについて研究しています。

目次

表彰

  • 日本音響学会 粟屋 潔学術奨励賞(2010)

学会役員等

  • 日本音響学会編集員(2015-2016)

客員教授等

  • Victoria University of Wellington, 客員研究員(2017-2018)

論文(代表成果)

  1. Kenta Niwa, Hironobu Chiba, Noboru Harada, Guoqiang Zhang, and W. Bastiaan
    Kleijn, "Microphone Array Wiener Post Filtering Using Monotone Operator Splitting",
    IEEE/ACM Transactions on Audio, Speech, and Language Processing, 28, pp.
    2036-2046, 2020.
  2. Yuma Koizumi, Kenta Niwa, Yusuke Hioka, Kazunori Kobayashi, and Yoichi Haneda,
    "DNN-based Source Enhancement to Increase Objective Sound Quality Assessment
    Score", IEEE/ACM Transactions on Audio, Speech, and Language Processing, 26, 10, pp.
    1780-1792, 2018.
  3. Kenta Niwa, Yusuke Hioka, and Hisashi Uematsu, "Efficient Audio Rendering Using
    Angular Region-Wise Source Enhancement for 360° Video", IEEE Transactions on
    Multimedia, 20, 11, pp. 2871-2881, 2018.
  4. Kenta Niwa, Yusuke Hioka, and Kazunori Kobayashi, "Optimal Microphone Array
    Observation for Clear Recording of Distant Sound Sources", IEEE/ACM Transactions on
    Audio, Speech, and Language Processing, 24, 10, pp. 1785-1795, 2016.
  5. Kenta Niwa, Yusuke Hioka, Ken'ichi Furuya, and Yoichi Haneda, "Diffused Sensing for
    Sharp Directive Beamforming", IEEE Transactions on Audio, Speech, and Language
    Processing, 21, 11, pp. 2346-2355, 2013.
  6. Yusuke Hioka, Ken'ichi Furuya, Kazunori Kobayashi, Kenta Niwa, and Yoichi Haneda,
    "Underdetermined Sound Source Separation Using Power Spectrum Density Estimated
    by Combination of Directivity Gain", IEEE Transactions on Audio, Speech, and Language
    Processing, 21, 6, pp. 1240-1250, 2013.

査読付国際会議(最近の代表成果)

  1. Kenta Niwa, Noboru Harada, Guoqiang Zhang, and W. Bastiaan Kleijn,
    "Edge-consensus Learning: Deep Learning on P2P Networks with Nonhomogeneous
    Data", In Proceedings of ACM SIGKDD International Conference on Knowledge
    Discovery and Data Mining (KDD 2020), pp.
    668-678, 2020.
  2. Kenta Niwa, Guoqiang Zhang, and W. Bastiaan Kleijn, "Fast Edge-consensus
    Computing Based on Bregman Monotone Operator Splitting", In Proceeding of IEEE
    International Conference on Acoustics, Speech and Signal Processing (ICASSP 2019),
    pp. 4609-4613, 2019.
  3. Kenta Niwa, Guoqiang Zhang, and W. Bastiaan Kleijn, "Edge Consensus Computing
    for Heterogeneous Data Sets", In Proceeding of IEEE Statistical Signal Processing
    Workshop (SSP 2018), pp. 80-84, 2018.

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