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A study on production mechanism and modeling of emotional speech

Research Project

Project/Area Number 16K00297
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

Dang Jianwu  北陸先端科学技術大学院大学, 先端科学技術研究科, 教授 (80334796)

Co-Investigator(Kenkyū-buntansha) 田中 宏和  北陸先端科学技術大学院大学, 先端科学技術研究科, 准教授 (00332320)
赤木 正人  北陸先端科学技術大学院大学, 先端科学技術研究科, 教授 (20242571)
末光 厚夫  札幌保健医療大学, 保健医療学部, 教授 (20422199)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords音声生成 / 感情音声 / 脳ネットワーク / 神経学的モデル / 音声生成モデル / 発話計画 / 脳活動の動的特性 / 脳電図 / fMRI / 眼球運動 / 神経生理学モデル / 感情音声発話 / 情動 / モデル化
Outline of Final Research Achievements

In this study, we investigated production mechanism of emotional speech and its modeling based on articulatory movements, neurological activities and behavioral observations. Articulation analysis showed that the position of the tongue dorsum moves lower and backward for sad speech, while the dorsum moves forward for happiness. We used eye movement and EEG to observe the brain activations in the full time scale during continuously oral reading. Analysis of the brain networks reconstructed based on EEG showed that the speech planning network acts for each word, and the semantic processing network is more active in the first half of reading, while the grammar processing network becomes more active in the second half. This suggests that the semantic processing gets easier since the context information becomes rich in the second half of the continuous reading.

Academic Significance and Societal Importance of the Research Achievements

これまでの音声に関する脳研究のほとんどは、音声資料は孤立の言葉を使用するか、または特定な時間区間のみに注目している。もう一つの問題は、音声生成過程には発話運動による筋電の影響で脳電図の分析が困難である。本研究では、眼球運動と脳電図を用いて連続文章の朗読における脳活動を全時間帯で計測することによって音声生成における脳ネットワークの動的特性を分析する。本研究は非侵襲的な手法により脳活動を連続的全時間帯で計測するのは音声生成町域で初めての挑戦である。実験ディザインとデータ分析への貢献は、眼球運動のデータを脳活動の時間的な指標として使用し、脳ネットワーク活動と時間との対応関係を明確にした。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (64 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (4 results) Journal Article (15 results) (of which Int'l Joint Research: 11 results,  Peer Reviewed: 14 results,  Open Access: 4 results) Presentation (44 results) (of which Int'l Joint Research: 39 results,  Invited: 8 results) Book (1 results)

  • [Int'l Joint Research] UCSD(米国)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] 天津大学/天津理工大学(中国)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] 天津大学(中国)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] UCSD(米国)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Multi-kernel SVM based depression recognition using social media data2019

    • Author(s)
      Zhichao Peng, Qinghua Hu, Jianwu Dang
    • Journal Title

      International Journal of Machine Learning and Cybernetics

      Volume: 10 Issue: 1 Pages: 43-57

    • DOI

      10.1007/s13042-017-0697-1

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Watermarking Based on Compressive Sensing for Digital Speech Detection and Recovery2018

    • Author(s)
      Wenhuan Lu, Zonglei Chen, Ling Li, Xiaochun Cao, Jianguo Wei, Naixue Xiong, Jian Li and Jianwu Dang
    • Journal Title

      Sensors

      Volume: 18 Issue: 7 Pages: 1-22

    • DOI

      10.3390/s18072390

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Incorporating network structure with node contents for community detection on large networks using deep learning2018

    • Author(s)
      Cao Jinxin, Jin Di, Yang Liang, Dang Jianwu
    • Journal Title

      Neurocomputing

      Volume: 297 Pages: 71-81

    • DOI

      10.1016/j.neucom.2018.01.065

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Phase and reverberation aware DNN for distant-talking speech enhancement2018

    • Author(s)
      Zeyan Oo, Longbiao Wang, Khomdet Phapatanaburi, Masahiro Iwahashi, Seiichi Nakagawa, Jianwu Dang
    • Journal Title

      Multimedia Tools Appl

      Volume: 77 Issue: 14 Pages: 18865-18880

    • DOI

      10.1007/s11042-018-5686-1

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Unsupervised measure of Chinese lexical semantic similarity using correlated graph model for news story segmentation2018

    • Author(s)
      Wei Feng, Xuecheng Nie, Yujun Zhang, Lei Xie, Jianwu Dang
    • Journal Title

      Neurocomputing

      Volume: 318 Pages: 236-247

    • DOI

      10.1016/j.neucom.2018.08.061

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Temporal recalibration of motor and visual potentials in lag adaptation in voluntary movement2018

    • Author(s)
      Chang Cai, Kenji Ogawa, Takanori Kochiyama, Hirokazu Tanaka, Hiroshi Imamizu
    • Journal Title

      NeuroImage

      Volume: 172 Pages: 654-662

    • NAID

      120006490010

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] EEG SOURCE RECONSTRUCTION EVIDENCE FOR THE NOUN-VERB NEURAL DISSOCIATION ALONG SEMANTIC DIMENSIONS2017

    • Author(s)
      BIN ZHAO, JIANWU DANG and GAOYAN ZHANG
    • Journal Title

      Neuroscience

      Volume: 359 Pages: 183-195

    • DOI

      10.1016/j.neuroscience.2017.07.019

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Modeling of the tongue tip in Standard Chinese using MRI2017

    • Author(s)
      Wang G, Dang J, Kong J.
    • Journal Title

      /journal of Tsinghua University

      Volume: 57 Pages: 158-163

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 運動制御と感覚処理の最適理論2017

    • Author(s)
      田中宏和
    • Journal Title

      日本ロボット学会誌

      Volume: 35 Pages: 500-505

    • NAID

      130006110612

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] コンピュータが歌うということ2017

    • Author(s)
      赤木正人
    • Journal Title

      日本音響学会誌

      Volume: 73 Pages: 210-211

    • NAID

      130006109962

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] The phonetics of jaw displacement in Japanese vowels2017

    • Author(s)
      Kawahara, S., Erickson, D., Suemitsu, A.
    • Journal Title

      Acoustical Science and Technology

      Volume: 38 Pages: 99-107

    • NAID

      130005399540

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Audio-visual speech recognition integrating 3D lip information obtained from the Kinect2016

    • Author(s)
      Jianrong Wang, Ju Zhang, Kiyoshi Honda, Jianguo Wei, Jianwu Dang
    • Journal Title

      Multimedia Systems

      Volume: 22 Issue: 3 Pages: 315-323

    • DOI

      10.1007/s00530-015-0499-9

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 脳を理解するとはどういうことかーある計算論的神経科学者の頭の中2016

    • Author(s)
      田中宏和
    • Journal Title

      BRAIN and NERVE-神経研究の進歩

      Volume: 68 Pages: 1379-1384

    • NAID

      40021002848

    • Related Report
      2016 Research-status Report
  • [Journal Article] Articulation, acoustics and perception of Mandarin Chinese emotional speech2016

    • Author(s)
      Erickson, D., Zhu, C., Kawahara, S., Suemitsu, A.
    • Journal Title

      Open Linguistics

      Volume: 2 Pages: 620-635

    • NAID

      120006375912

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Study on quality improvement of HMM-based synthesized voices using asymmetric bilinear model2016

    • Author(s)
      Dinh, T. A, Morikawa, D., and Akagi, M.
    • Journal Title

      Journal of Signal Processing

      Volume: 20 Pages: 205-208

    • NAID

      130005165799

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] A feature fusion method based on extreme learning machine for speech emotion recognition2018

    • Author(s)
      L. Guo, L. Wang, J. Dang, Linjuan Zhang, Haotian Guan
    • Organizer
      ICASSP 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Revealing Spatiotemporal Brain Dynamics of Speech Production Based on EEG and Eye Movement2018

    • Author(s)
      Bin Zhao, Jinfeng Huang, Jianwu Dang, Gaoyan Zhang
    • Organizer
      INTERSPEECH2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multiple Phase Information Combination for Replay Attacks Detection2018

    • Author(s)
      Dongbo Li, Longbiao Wang, Jianwu Dang, Meng Liu, Zeyan Oo, Seiichi Nakagawa, Haotian Guan, Xiangang Li
    • Organizer
      INTERSPEECH2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speech Emotion Recognition by Combining Amplitude and Phase Information Using Convolutional Neural Network2018

    • Author(s)
      Lili Guo, Longbiao Wang, Jianwu Dang, Linjuan Zhang, Haotian Guan, Xiangang Li
    • Organizer
      INTERSPEECH2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Efficient Multi-Spike Learning with Tempotron-like LTP and PSD-like LTD2018

    • Author(s)
      Qiang Yu, Longbiao Wang, Jianwu Dang
    • Organizer
      International Conference on Neural Information Processing (ICONIP 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Convolutional Neural Network with Spectrogram and Perceptual Features for Speech Emotion Recognition2018

    • Author(s)
      Linjuan Zhang, Longbiao Wang, Jianwu Dang, Lili Guo, Haotian Guan
    • Organizer
      International Conference on Neural Information Processing (ICONIP 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Distant-talking Speech Recognition Based on Multi-objective Learning using Phase and Magnitude-based Feature2018

    • Author(s)
      Dongbo Li, Longbiao Wang, Jianwu Dang, Meng Ge, Haotian Guan,
    • Organizer
      ISCSLP2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Investigation of the Comprehension Process during Silent Reading based on Eye Movements2018

    • Author(s)
      Di Zhou, Jinfeng Huang, Jianwu Dang
    • Organizer
      ISCSLP2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Replay Attacks Detection Using Phase and Magnitude Features with Various Frequency Resolutions2018

    • Author(s)
      Meng Liu, Longbiao Wang, Zeyan Oo, Jianwu Dang
    • Organizer
      ISCSLP2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 試行再現性最大法:脳波信号解析とBCI応用への可能性2018

    • Author(s)
      田中宏和
    • Organizer
      研究会 「日常のこころを読み解く脳信号解析法」
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Estimation of glottal source waveform and vocal tract shape for singing-voice analysis2018

    • Author(s)
      Kyoko Takahashi and Masato Akagi
    • Organizer
      NCSP2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Synthesis of expressive singing voice by F0, amplitude envelope and spectral feature conversion2018

    • Author(s)
      Thi-Hao Nguyen and Masato Akagi
    • Organizer
      NCSP2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] EMAデータに基づいた演技感情音声発話時の調音運動制御の分析2017

    • Author(s)
      浅井拓也,末光厚夫,赤木正人
    • Organizer
      日本音響学会2017年春季研究発表会
    • Place of Presentation
      明治大学(東京都千代田区)
    • Year and Date
      2017-03-09
    • Related Report
      2016 Research-status Report
  • [Presentation] 磁気センサシステムによる日-中二カ国語話者の音声-調音パラレルデータの測定2017

    • Author(s)
      内田秀継,橋本哲弥,齋藤大輔,峯松信明,末光 厚夫
    • Organizer
      日本音響学会2017年春季研究発表会
    • Place of Presentation
      明治大学(東京都千代田区)
    • Year and Date
      2017-03-09
    • Related Report
      2016 Research-status Report
  • [Presentation] A Neuro-Experimental Evidence for the Motor Theory of Speech Perception.,2017

    • Author(s)
      Zhao Bin, Gaoyan Zhang, Jianwu Dang
    • Organizer
      InterSpeech2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neuronal Classifier for both Rate and Timing-Based Spike Patterns2017

    • Author(s)
      Yu Q, Wang L, Dang J.
    • Organizer
      International Conference on Neural Information Processing.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Phonemic Restoration Based on the Movement Continuity of Articulation2017

    • Author(s)
      Zhao C, Wang L, Dang J.
    • Organizer
      International Conference on Neural Information Processing
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] A hybrid method for acoustic analysis of the vocal tract during vowel production,, 2017, 2017.10.16-2017.10.19,2017

    • Author(s)
      Futang Wang, Darcy Qingzhi Hou, Dingyi Pan, Jianguo Wei, Jianwu Dang
    • Organizer
      International Seminar on Speech Production (ISSP)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation of Speech-planning mechanism based on eye movement,2017

    • Author(s)
      Jinfeng Huang, Di Zhou, Jianwu Dang,
    • Organizer
      International Seminar on Speech Production (ISSP)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Articulatory Features for Robust Intelligibility Assessment of Dysarthria Speech2017

    • Author(s)
      Meng Yuan; Longbiao Wang; Hongcui Wang;Jianwu Dang; Ruiguo Yu
    • Organizer
      International Seminar on Speech Production (ISSP)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Global monitoring of dynamic functional interactions in the brain during Chinese verbs perception2017

    • Author(s)
      Yuke Si; Jianwu Dang; Gaoyan Zhang
    • Organizer
      International Seminar on Speech Production (ISSP)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neural Evidence of the Cerebellum as a State Predictor2017

    • Author(s)
      H. Tanaka
    • Organizer
      Chalk Talk Series, Institute of Neural Computation, University of California San Diego
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Speech Emotion Recognition Using MPCRNN based on Gammatone auditory Filterbank2017

    • Author(s)
      Zhichao Peng, Zhi Zhu, Masashi Unoki, Jianwu Dang, and Masato Akagi
    • Organizer
      APSIPA2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Commonalities of glottal sources and vocal tract shapes among speakers in emotional speech2017

    • Author(s)
      Li, Y., Sakakibara, K-I., Morikawa, D., and Akagi, M
    • Organizer
      ISSP2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 発話目的の違いに注目した感情音声発話時の調音運動の比較2017

    • Author(s)
      浅井拓也, 末光厚夫, 赤木正人
    • Organizer
      日本音響学会平成29年度秋季研究発表会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Investigation of Noun-Verb Dissociation Based on EEG Source Reconstruction2016

    • Author(s)
      Bin Zhao, Jianwu Dang, Gaoyan Zhang
    • Organizer
      APSIPA
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2016-12-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A New Method of Acceleration Measurement for Observing Tongue Movement in Ultrasound Image during Speech Production2016

    • Author(s)
      Yu Chen, Ju Zhang, Fei Chen, Yanting Chen, Hua Lin, Jianguo Wei and Jianwu Dang
    • Organizer
      APSIPA
    • Place of Presentation
      Jeju, korea
    • Year and Date
      2016-12-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Mandarin Citation Tone Patterns of Prelingual Chinese Deaf Adults2016

    • Author(s)
      Yanting Chen, Yu Chen, Jin Zhang, Ju Zhang,eHua Lin, Jianguo Wei and Jianwu Dang 3.Yanting Chen, Yu Chen, Jin Zhang, Ju Zhang,eHua Lin, Jianguo Wei and Jianwu Dang
    • Organizer
      APSIPA
    • Place of Presentation
      Jeju, KKorea
    • Year and Date
      2016-12-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] EEG Evidence for a Three-Phase Recurrent Process during Spoken Word Processing2016

    • Author(s)
      Bin Zhao, Jianwu Dang, Gaoyan Zhang
    • Organizer
      ISCSSLP
    • Place of Presentation
      Tianjin,, China
    • Year and Date
      2016-10-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Investigation of the Spatiotemporal Dynamics of the Brain during Perceiving Words2016

    • Author(s)
      Yuke Si, Jianwu Dang, Gaoyan Zhang
    • Organizer
      ISCSLP
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2016-10-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Effects of Subglottal-Coupling and Interdental-Space on Formant Trajectories during Front-to-Back Vowel Transitions in Chinese2016

    • Author(s)
      Shuanglin Fan, Kiyoshi Honda, Jianwu Dang, Hui Feng
    • Organizer
      Interspeech
    • Place of Presentation
      San Francisco, USA
    • Year and Date
      2016-09-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A new model for acoustic wave propagation and scattering in the vocal tract2016

    • Author(s)
      Jianguo Wei, Wendan Guan, Darcy Q. Hou, Dingyi Pan, Wenhuan Lu, Jianwu Dang
    • Organizer
      Interspeech
    • Place of Presentation
      San Francisco, USA
    • Year and Date
      2016-09-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Investigation of the effect of articulatory-based second language production learning on speech perception2016

    • Author(s)
      Suemitsu, A., Ito, T. Dang, J., Tiede, M.
    • Organizer
      22nd International Congress on Acoustics (ICA2016)
    • Place of Presentation
      Buenos Aires, Argentina
    • Year and Date
      2016-09-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Directional tuning and reference frames revealed by noninvasive EEG in humans: a computational MoBI study2016

    • Author(s)
      Tanaka H., Miyakoshi M., and Makeig S.
    • Organizer
      The 31st International Congress of Psychology
    • Place of Presentation
      PACIFICO, (Yokohama, Kanagawa)
    • Year and Date
      2016-07-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Dynamics of directional tuning and reference frames in humans: A mobile brain/body imaging study2016

    • Author(s)
      Tanaka H., Miyakoshi M., and Makeig S.
    • Organizer
      The Japan-Europe International Meeting about Embodied Brain
    • Place of Presentation
      Taormina, Italy
    • Year and Date
      2016-05-30
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Jaw displacement and phrasal stress in Mandarin Chinese2016

    • Author(s)
      Erickson, D., Iwata, R., Suemitsu, A.
    • Organizer
      5th International Symposium on Tonal Aspects of Languages
    • Place of Presentation
      Buffalo, USA
    • Year and Date
      2016-05-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Directional tuning and reference frames revealed by noninvasive EEG in humans: a computational MoBI study2016

    • Author(s)
      Tanaka H., Miyakoshi M., and Makeig S.
    • Organizer
      第55回日本生体医工学会大会
    • Place of Presentation
      富山市民プラザ (富山県富山市)
    • Year and Date
      2016-04-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Mobile Brain/Body Imaging for Natural Movements2016

    • Author(s)
      Tanaka H., Miyakoshi M., and Makeig S.
    • Organizer
      MoBI (Mobile Brain/Body Imaging) Workshop
    • Place of Presentation
      Ssan Diago, USA
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Effects of speaker’s and listener’s acoustic environments on speech intelligibility and annoyance2016

    • Author(s)
      Kubo, R, Morikawa, D., and Akagi, M.
    • Organizer
      Inter-Noise2016
    • Place of Presentation
      Hamburg, Germany
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] “Multilingual Speech Emotion Recognition System Based on a Three-Layer Model2016

    • Author(s)
      Li, X. and Akagi, M.
    • Organizer
      nterSpeech2016
    • Place of Presentation
      San Francisco,USA
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimizing Fuzzy Inference Systems for Improving Speech Emotion Recognition,2016

    • Author(s)
      Elbarougy, R. and Akagi, M.
    • Organizer
      The 2nd International Conference on Advanced Intelligent Systems and Informatics
    • Place of Presentation
      Cairo, Egypt
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Voice conversion system to emotional speech in multiple languages based on three-layered model for dimensional space2016

    • Author(s)
      Xue, Y., Hamada, Y., Elbarougy, R., and Akagi, M.
    • Organizer
      O-COCOSDA2016
    • Place of Presentation
      Bali, Indonesia
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward Affective Speech-to-Speech Translation2016

    • Author(s)
      Akagi, M.
    • Organizer
      International Conference on Advances in Information and Communication Technology 2016
    • Place of Presentation
      Thai Nguyen, Vietnam
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Voice Conversion to Emotional Speech based on Three-layered Model in Dimensional Approach and Parameterization of Dynamic Features in Prosody2016

    • Author(s)
      Xue, Y., Hamada, Y., and Akagi, M.
    • Organizer
      Proc. APSIPA2016
    • Place of Presentation
      Cheju, Korea
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Book] Studies on Speech Production2018

    • Author(s)
      Qiang Fang, Jianwu Dang, Pascal Perrier, Jianguo Wei, Longbiao Wang, Nan Yan
    • Total Pages
      236
    • Publisher
      Springer
    • ISBN
      9783030001254
    • Related Report
      2018 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2022-02-21  

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