Relationship Between Anxiety and Fear, And Pathophysiological Voice Analysis for Neuropathy

• Project/Area Number: 16K00369
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Kansei informatics
• Research Institution: The University of Tokyo
• Principal Investigator: Mitsuyoshi Shunji 東京大学, 大学院工学系研究科(工学部), 特任准教授 (30570262)
• Co-Investigator(Kenkyū-buntansha): 篠原 修二 東京大学, 大学院工学系研究科(工学部), 特任助教 (10325897) ; 中村 光晃 東京大学, 医学部附属病院, 特任助教 (30772975) ; 徳野 慎一 東京大学, 大学院工学系研究科, 特任教授 (40508339)
• Project Period (FY): 2016-04-01 – 2020-03-31
• Project Status: Completed (Fiscal Year 2019)
• Budget Amount: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000); Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000); Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000); Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
• Keywords: 音声感情認識 / 音声病態分析学 / 道徳感情数理工学 / バーチャルリアリティー / 恐怖 / 笑い / 元気度 / コミュニケーション / 感情音声 / TOE / 音声病態分析 / 不安 / 不安障害 / 感情 / 病態

Outline of Final Research Achievements

It was found that the emotions of “anxiety” and “fear” are affected as a major factor of stress by contacting many patients with mental illness and stress-exposed persons. As a result of analyzing the voices of ``anxiety'' and ``fear'', we know that the length of time to feel anxiety is related to the change in vitality. We conducted a voice analysis of fun and laughter, and found that most of the subjects whose vitality increase during the communication was tend to express Happy. To available our results in the medical field, it was necessary to construct mathematical models that the engineers understand. For example, we composed a mathematical model to the Alzheimer's disease and depression.

Academic Significance and Societal Importance of the Research Achievements

申請者は音声感情認識技術および「音声病態分析学」講座において, 医療分野への技術応用研究を行っている. 一連の研究において多くの精神疾患患者やストレス被曝者と接する上で, ストレスの大きな要素として「不安」「恐怖」の感情が影響していることが判った. 健常者と患者に分けて医師の診断ラベル, 生理データに基づいた「不安」「恐怖」の感情出現様相と音響パラメタを比較することで, 健常から未病状態そして発病までのプロセス特徴を導出し, 予てより問題とされてきた, うつ病や双極性II型, 不安神経症, 自死などの予防や未病対策, ケアやトリートメント, レジリエンス付与などへ応用できることに意義がある.

Research Products

• [Journal Article] Extended Bayesian inference incorporating symmetry bias (2020)
  • Author(s): Shinohara Shuji、Manome Nobuhito、Suzuki Kouta、Chung Ung-il、Takahashi Tatsuji、Gunji Pegio-Yukio、Nakajima Yoshihiro、Mitsuyoshi Shunji
  • Journal Title: Biosystems Volume: 190 Pages: 104104-104104
  • DOI: 10.1016/j.biosystems.2020.104104
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Some hypothesis to derive an anti-Einstein field (2019)
  • Author(s): Shunji Mitsuyoshi, Kosuke Tomonaga, Masatsugu Hashimoto, Yuichi Tei, Tadao Nakamura
  • Journal Title: DHU Journal Volume: Vol.6 Pages: 3-23
  • NAID: 40022096696
  • Peer Reviewed / Open Access
• [Journal Article] A Multi-armed Bandit Algorithm Available in Stationary or Non-stationary Environments Using Self-organizing Maps (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Kosuke Tomonaga, Shunji Mitsuyoshi
  • Journal Title: Lecture Notes in Computer Science Volume: Vol. 11727 Pages: 529-540
  • DOI: 10.1007/978-3-030-30487-4_41
  • ISBN: 9783030304867, 9783030304874
  • Peer Reviewed / Open Access
• [Journal Article] An Agent-based Approach for Cleanup Problem: Analysis of Human-like Behavior (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Shunji Mitsuyoshi
  • Journal Title: Communications in Computer and Information Science Volume: Vol. 1088 Pages: 441-448
  • DOI: 10.1007/978-3-030-30712-7_54
  • ISBN: 9783030307110, 9783030307127
  • Peer Reviewed / Open Access
• [Journal Article] Discrimination of Bipolar Disorders Using Voice (2019)
  • Author(s): Masakazu Higuchi, Mitsuteru Nakamura, Shuji Shinohara, Yasuhiro Omiya, Takeshi Takano, Hiroyuki Toda, Taku Saito, Aihide Yoshino, Shunji Mitsuyoshi, and Shinichi Tokuno
  • Journal Title: Pervasive Computing Paradigms for Mental Health. MindCare 2019. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering Volume: 288 Pages: 199-207
  • DOI: 10.1007/978-3-030-25872-6_16
  • ISBN: 9783030258719, 9783030258726
  • Peer Reviewed / Open Access
• [Journal Article] An attempt to estimate depressive status from voice (2019)
  • Author(s): Yasuhiro Omiya, Takeshi Takano, Tomotaka Uraguchi, Mitsuteru Nakamura, Masakazu Higuchi, Shuji Shinohara, Shunji Mitsuyoshi, Mirai So, and Shinichi Tokuno
  • Journal Title: Pervasive Computing Paradigms for Mental Health. MindCare 2019. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering Volume: 288 Pages: 168-175
  • DOI: 10.1007/978-3-030-25872-6_13
  • ISBN: 9783030258719, 9783030258726
  • Peer Reviewed / Open Access
• [Journal Article] A validation study of a consumer wearable sleep tracker compared to a portable EEG system in naturalistic conditions (2019)
  • Author(s): 1.Thomas Svensson, Ung-il Chung, Shinichi Tokuno, Mitsuteru Nakamura, Akiko Kishi Svensson
  • Journal Title: Journal of Psychosomatic Research Volume: 126 Pages: 109822-109822
  • DOI: 10.1016/j.jpsychores.2019.109822
  • Peer Reviewed / Open Access
• [Journal Article] CLASSIFICATION OF BIPOLAR DISORDER, MAJOR DEPRESSIVE DISORDER, AND HEALTHY STATE USING VOICE (2018)
  • Author(s): Higuchi Masakazu、Tokuno Shinichi、Nakamura Mitsuteru、Shinohara Shuji、Mitsuyoshi Shunji、Omiya Yasuhiro、Hagiwara Naoki、Takano Takeshi、Toda Hiroyuki、Saito Taku、Terashi Hiroo、Mitoma Hiroshi
  • Journal Title: Asian Journal of Pharmaceutical and Clinical Research Volume: 11 Issue: 15 Pages: 89-89
  • DOI: 10.22159/ajpcr.2018.v11s3.30042
  • Peer Reviewed / Open Access
• [Journal Article] Difference in Speech Analysis Results by Coding (2018)
  • Author(s): Omiya Yasuhiro、Hagiwara Naoki、Takano Takeshi、Shinohara Shuji、Nakamura Mitsuteru、Higuchi Masakazu、Mitsuyoshi Shunji、Toda Hiroyuki、Tokuno Shinichi
  • Journal Title: Advances in Science, Technology and Engineering Systems Journal Volume: 3 Issue: 5 Pages: 488-491
  • DOI: 10.25046/aj030555
  • Peer Reviewed / Open Access
• [Journal Article] Study on Indicators for Depression in the Elderly Using Voice and Attribute Information (2018)
  • Author(s): Higuchi Masakazu、Shinohara Shuji、Nakamura Mitsuteru、Omiya Yasuhiro、Hagiwara Naoki、Takano Takeshi、Mitsuyoshi Shunji、Tokuno Shinichi
  • Journal Title: Communications in Computer and Information Science Volume: 869 Pages: 127-146
  • DOI: 10.1007/978-3-319-93644-4_7
  • ISBN: 9783319936437, 9783319936444
  • Peer Reviewed
• [Journal Article] Accuracy Evaluation for Mental Health Indicator Based on Vocal Analysis in Noisy Environments (2018)
  • Author(s): Higuchi M, Shinohara S, Nakamura M, Omiya Y, Hagiwara N, Takano T, Mitsuyoshi S, Tokuno S
  • Journal Title: Journal of Information and Communication Engineering Volume: 4 Pages: 217-222
  • NAID: 40022467752
  • Peer Reviewed
• [Journal Article] Feasibility Study of Evaluation of Therapeutic Effect for Sleep Apnea Syndrome Using Mental Healthiness Evaluated from Voice (2018)
  • Author(s): Nakamura M, Shinohara S, Omiya Y, Mitsuyoshi S, Higuchi M, Hagiwara N, Takano T, Danno H, Tanaka S, Tokuno S
  • Journal Title: IFMBE Peoceefings IUPESM World Congress on Medical Physics and Biomedical Engineering 2018 Volume: 68 Pages: 327-330
  • Peer Reviewed
• [Journal Article] The influence of the voice acquisition method to the mental health state estimation based on vocal analysis (2018)
  • Author(s): Omiya Y, Hagiwara N, Shinohara S, Nakamura M, Higuchi M, Mitsuyoshi S, Takayama E, Tokuno S
  • Journal Title: IFMBE Proceedings IUPESM World Congress on Medical Physics and Biomedical Engineering 2018 Volume: 68 Pages: 897-900
  • Peer Reviewed
• [Journal Article] Measurement of Stress Level to Prevent Post-Traumatic Stress Disorder Developed by Identifying Dead Bodies (2017)
  • Author(s): Higuchi M, Yamamoto I, Omiya Y, Shinohara S, Nakamura M, Hagiwara H, Takano T, Mitsuyoshi S, Tokuno S
  • Journal Title: Econophysics, Sociophysics & other Multidisciplinary Sciences Journal Volume: 7 Pages: 13-18
  • Peer Reviewed / Open Access
• [Journal Article] Case Studies of Utilization of the Mind Monitoring System (MIMOSYS) using Voice and Its Future Prospects (2017)
  • Author(s): Shinohara S, Omiya Y, Hagiwara N, Nakamura M, Higuchi M, Kirita T, Takano T, Mitsuyoshi S, Tokuno S
  • Journal Title: Econophysics, Sociophysics & other Multidisciplinary Sciences Journal Volume: 7 Pages: 7-12
  • Peer Reviewed
• [Journal Article] Multilingual Evaluation of Voice Disability Index using Pitch Rate (2017)
  • Author(s): Shinohara Shuji、Omiya Yasuhiro、Nakamura Mitsuteru、Hagiwara Naoki、Higuchi Masakazu、Mitsuyoshi Shunji、Tokuno Shinichi
  • Journal Title: Advances in Science, Technology and Engineering Systems Journal Volume: 2 Issue: 3 Pages: 765-772
  • DOI: 10.25046/aj020397
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Validity of Mind Monitoring System as a Mental Health Indicator using Voice (2017)
  • Author(s): Hagiwara Naoki、Omiya Yasuhiro、Shinohara Shuji、Nakamura Mitsuteru、Higuchi Masakazu、Mitsuyoshi Shunji、Yasunaga Hideo、Tokuno Shinichi
  • Journal Title: Advances in Science, Technology and Engineering Systems Journal Volume: 2 Issue: 3 Pages: 338-344
  • DOI: 10.25046/aj020343
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Mental Status Assessment of Disaster Relief Personnel by Vocal Affect Display based on Voice Emotion Recognition (2017)
  • Author(s): Mitsuyoshi Shunji、Nakamura Mitsuteru、Omiya Yasuhiro、Shinohara Shuji、Hagiwara Naoki、Tokuno Shinichi
  • Journal Title: Disaster and Military Medicine Volume: 3 Issue: 1 Pages: 1-9
  • DOI: 10.1186/s40696-017-0032-0
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] 音声病態分析学 (2016)
  • Author(s): 徳野慎一
  • Journal Title: 細胞 Volume: 48 Pages: 9-12
  • Peer Reviewed
• [Journal Article] 音声感情認識STと音声病態分析技術PST (2016)
  • Author(s): 光吉俊二
  • Journal Title: 心と社会 Volume: 47(3) Pages: 10-15
  • Peer Reviewed
• [Journal Article] 音声病態分析技術の医学的検証 (2016)
  • Author(s): 徳野慎一
  • Journal Title: 心と社会 Volume: 47(3) Pages: 16-21
  • Peer Reviewed
• [Presentation] Generalization performance improvement method using automatic feature selection in pathological voice detection. (2019)
  • Author(s): Kouta Suzuki, Shuji Shinohara, Masakazu Higuchi, Nobuhito Manome, Yasuhiro Omiya, Shunji Mitsuyoshi
  • Organizer: Neuroscience
  • Int'l Joint Research
• [Presentation] Parkinson’s disease detection from a small amount of data based on self-organizing maps. (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Yasuhiro Omiya, Masakazu Higuchi, Shunji Mitsuyoshi
  • Organizer: Neuroscience
  • Int'l Joint Research
• [Presentation] Pilot study of distinguish between dementia with Lewy bodies and healthy subjects using voice. (2019)
  • Author(s): Yasuhiro Omiya, Tomotaka Uraguchi, Takeshi Takano, Mitsuteru Nakamura, Shuji Shinohara, Masakazu Higuchi, Kouta Suzuki, Nobuhito Manome, Mitsuyoshi Ishida, Yorio Kumamoto, Shunji Mitsuyoshi, Shinichi Tokuno
  • Organizer: Neuroscience
  • Int'l Joint Research
• [Presentation] A Preliminary Study of Speech Emotion Recognition inside Automobile (2019)
  • Author(s): Kouta Suzuki, Naoki Hagiwara, Yasuhiro Omiya, Takashi Kirita, Shuji Shinohara, Nobuhito Manome, Shunji Mitsuyoshi
  • Organizer: The 21st International Conference on Human-Computer Interaction
  • Int'l Joint Research
• [Presentation] Detecting Persons with Major Depression by a Voice Index Based on the Relationship between Hurst Exponent and Zero Crossing Rate (2019)
  • Author(s): Shuji Shinohara, Hiroyuki Toda, Mitsuteru Nakamura, Yasuhiro Omiya, Masakazu Higuchi, Takeshi Takano, Nobuhito Manome, Kouta Suzuki, Taku Saito, Masaaki Tanichi, Shunji Mitsuyoshi, Tomotaka Uraguchi, Aihide Yoshino, Shinichi Tokuno
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] Identification of Parkinson’s Disease from Scarce Data Using Learning Vector Quantization (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Yasuhiro Omiya, Masakazu Higuchi, Shunji Mitsuyoshi
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] Parkinson’s Disease Detection Based on LightGBM (2019)
  • Author(s): Kouta Suzuki, Shuji Shinohara, Masakazu Higuchi, Nobuhito Manome, Yasuhiro Omiya, Shunji Mitsuyoshi
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] An Experiment to Detect Laryngomalacia Using Baby’s Crying Voice (2019)
  • Author(s): Yasuhiro Omiya, Mitsuteru Nakamura, Shuji Shinohara, Masakazu Higuchi, Kouta Suzuki, Nobuhito Manome, Shunji Mitsuyoshi, Isao Yamamoto, Susumu Mukai, Shinichi Tokuno
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] An Experiment to Distinguish Major Depression and Dementia with Lewy Bodies from Healthy Participants Using Voice (2019)
  • Author(s): Tomotaka Uraguchi, Yasuhiro Omiya, Shuji Shinohara, Kouta Suzuki, Nobuhito Manome, Yorio Kumamoto, Shinichi Tokuno
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] Effectiveness of Voice Biomarker in Detecting Bipolar Disorder (2019)
  • Author(s): Masakazu Higuchi, Mitsuteru Nakamura, Shuji Shinohara, Yasuhiro Omiya, Takeshi Takano, Kouta Suzuki, Nobuhito Manome, Hiroyuki Toda, Taku Saito, Aihide Yoshino, Shunji Mitsuyoshi, Shinichi Tokuno
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] SOM-based Algorithm for Multi-armed Bandit Problem (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Kosuke Tomonaga, Shunji Mitsuyoshi
  • Organizer: The IEEE International Joint Conference on Neural Networks
  • Int'l Joint Research
• [Presentation] Verification of the Ability to Identify Parkinson’s Disease Patients Using Learning Vector Quantization (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Kosuke Tomonaga, Shunji Mitsuyoshi
  • Organizer: Tthe 26th International Stress and Behavior Neuroscience and Biopsychiatry Conference
  • Int'l Joint Research
• [Presentation] A Voice Emotion Analysis of Fear based on Logistic Regression (2019)
  • Author(s): Wenqin Xu, Shuji Shinohara, Daijiro Harada, Reiko Kuroki, Shunji Mitsuyoshi
  • Organizer: The 26th International Stress and Behavior Neuroscience and Biopsychiatry Conference
  • Int'l Joint Research
• [Presentation] Emergence of Cooperative and Altruistic Behavior in SOM-based Agents (2019)
  • Author(s): Nobuhito Manome, Shuji Shinohara, Kouta Suzuki, Kosuke Tomonaga, Shunji Mitsuyoshi
  • Organizer: The 24th International Symposium on Artificial Life and Robotics 2019
  • Int'l Joint Research
• [Presentation] Relation between Stress Estimated by Voice Analysis and Blood Interleukin-1 Receptor Antagonist in High-Intensity Training (2019)
  • Author(s): Nakamura M, Suzuki G, Shinohara S, Omiya Y, Higuchi M, Takano T, Mitsuyoshi S, Kobayashi N, Tokuno S
  • Organizer: The IEEE 41st International Engineering in Medicine and Biology Conference
  • Int'l Joint Research
• [Presentation] Mind monitoring system (MIMOSYS) for mental and wellbeing of young students (2019)
  • Author(s): Popa D, Nechita F, Coman C, Barbu S, Shinohara S, Tokuno S, Nakamura M, Takano T
  • Organizer: X Simpósio Nacional de Investigação em Psicologia
  • Int'l Joint Research
• [Presentation] Evaluation of smart devices in IoT segment by using medical healthcare technology “MIMOSYS” (2019)
  • Author(s): Uraguchi T, Omiya Y, Takano T, Amemiya Y, Nakamura M, Takayama E, Tokuno S, Deguchi H
  • Organizer: The 12th Asian Control Conference
• [Presentation] Voice-Based Evaluation of Stress by Body Identification (2019)
  • Author(s): Higuchi M, Yamamoto I, Omiya Y, Nakamura M, Shinohara S, Takano T, Nakagawa K, Ohira H, Yamada Y, Hasegawa I, Mitsuyoshi S, Tokuno S
  • Organizer: 27th International "Stress and Behavior" Neuroscience and Biopsychiatry Conference
  • Int'l Joint Research
• [Presentation] Evaluation of Effect of Light Labor on Retired People Using Voice Analysis (2019)
  • Author(s): Nakamura M, Ikeuchi M, Oroguchi T, Yamanaka K, Amagi H, Shinohara S, Omiya Y, Higuchi M, Takano T, Mitsuyoshi S, Tokuno S
  • Organizer: 27th International "Stress and Behavior" Neuroscience and Biopsychiatry Conference
  • Int'l Joint Research
• [Presentation] Pilot study to detect Parkinson's disease based on vocal analysis (2019)
  • Author(s): Omiya Y, Nakamura M, Shinohara S, Higuchi M, Takano T, Mitsuyoshi S, Terashi H, Tokuno S
  • Organizer: 27th International "Stress and Behavior" Neuroscience and Biopsychiatry Conference
  • Int'l Joint Research
• [Presentation] Voice Analysis Opens the Door to the Future Health Society (2019)
  • Author(s): Nakamura M, Higuchi M, Shinohara S, Omiya Y, Takano T, Mitsuyoshi S, Tokuno S
  • Organizer: Nature創刊150周年記念シンポジウム 日本の科学の未来 持続可能な開発目標の達成に向けたビジョン
• [Presentation] Proposal of a voice disorder index for screening patients with Parkinson's disease(PWPD) (2019)
  • Author(s): Shinohara S, Terashi H, Omiya Y, Nakamura M, Higuchi M, Takano T, Uraguchi T, Mitsuyoshi S, Tokuno S
  • Organizer: The 14th International Conference on Alzheimer's and Parkinson's Diseases
  • Int'l Joint Research
• [Presentation] Feasibility Study for Estimation of Score of The Movement Disorder Society Unified Parkinson’s Disease Rating Scale Part III Using Voice (2019)
  • Author(s): Nakamura M, Shinohara S, Higuchi M, Omiya Y, Takano T, Mitsuyoshi S, Terashi H, Mitoma H, Tokuno S
  • Organizer: The 14th International Conference on Alzheimer's and Parkinson's Diseases
  • Int'l Joint Research
• [Presentation] Pilot study to detect Alzheimer’s disease based on vocal analysis (2019)
  • Author(s): Omiya Y, Nakamura M, Shinohara S, Higuchi M, Takano T, Uraguchi T, Mitsuyoshi S, Ishida M, Sanjo S, Tokuno S
  • Organizer: The 14th International Conference on Alzheimer's and Parkinson's Diseases
  • Int'l Joint Research
• [Presentation] ハースト指数ゼロロ交差率に基つく音声指標によるうつ重症度測定 (2019)
  • Author(s): 篠原 修二, 戸田 裕之, 中村 光晃, 大宮 康宏, 樋口 政和, 高野 毅, 斎藤 拓, 谷知 正章, 光吉 俊二, 吉野 相英, 徳野 慎一
  • Organizer: 第58回日本生体医工学会
• [Presentation] 学習ベクトル量子化を用いた少数データからのパーキンソン病患者の識別. (2019)
  • Author(s): 馬目 信人, 篠原 修二, 鈴木 康大, 朝長 康介, 光吉 俊二
  • Organizer: 第58回日本生体医工学会
• [Presentation] 音声分析に基づくアルツハイマー型認知症の検出のための検討 (2019)
  • Author(s): 大宮 康宏, 中村 光晃, 篠原 修二, 樋口 政和, 髙野 毅, 浦口 智貴, 光吉 俊二, 三條 信夫, 徳野 慎一
  • Organizer: 第58回日本生体医工学会
• [Presentation] 体位に依存した音声特徴量の変化に基づく閉塞性睡眠時無呼吸リスク推測手法の高精度化に関する検討 (2019)
  • Author(s): 中村 光晃, 大宮 康宏, 篠原 修二, 樋口 政和, 高野 毅, 光吉 俊二, 淡野 宏輔, 田中 俊一, 徳野 慎一
  • Organizer: 第58回日本生体医工学会
• [Presentation] 音声によるパーキンソン病患者の重症度判別 (2019)
  • Author(s): 樋口 政和, 中村 光晃, 篠原 修二, 大宮 康宏, 高野 毅, 赫 寛雄, 三苫 博, 光吉 俊二, 徳野 慎一
  • Organizer: 第58回日本生体医工学会
• [Presentation] 自己組織化マップを用いた定常・非定常環境に適応可能な多腕バンディットアルゴリズム (2019)
  • Author(s): 馬目 信人, 篠原 修二, 鈴木 康大, 朝長 康介, 光吉 俊二
  • Organizer: 第33回人工知能学会全国大会
• [Presentation] 機械学習を用いた構音障害分類における音声特徴量間の耐ノイズ性能の比較 (2019)
  • Author(s): 鈴木 康大, 篠原 修二, 馬目 信人, 朝長 康介, 光吉 俊二
  • Organizer: 第33回人工知能学会全国大会
• [Presentation] SOMに基づく多腕バンディットアルゴリズム (2019)
  • Author(s): 馬目 信人, 篠原 修二, 鈴木 康大, 朝長 康介, 光吉 俊二
  • Organizer: 第81回情報処理学会全国大会
• [Presentation] Estimating depressive status from voice (2018)
  • Author(s): Omiya Y, Takano T, Uraguchi T, Higuchi M, Shinohara S, Nakamura M, Mitsuyoshi S, So M, Tokuno S
  • Organizer: The 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM2018) (Madrid)
  • Int'l Joint Research
• [Presentation] Feasibility Study for Estimation of Depression Severity using Voice Analysis (2018)
  • Author(s): Nakamura M, Shinohara S, Omiya Y, Higuchi M, Mitsuyoshi S, Takano T, Toda H, Saito T, Tanichi M, Yoshino A, Tokuno S
  • Organizer: The 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM2018) (Madrid)
  • Int'l Joint Research
• [Presentation] Change in sound features of ultrasonic vocalizations by neonatal rats separated from their mother depending on condition of the neonatal rats (2018)
  • Author(s): Nakamura M, Tanichi M, Toda H, Saito T, Mitsuyoshi S, Shinohara S, Omiya Y, Higuchi M, Shimizu K, Yoshino A, Tokuno S
  • Organizer: Neuroscience 2018 (SanDiego)
  • Int'l Joint Research
• [Presentation] Pilot study to detect Dementia based on vocal analysis (2018)
  • Author(s): Omiya Y, Takano T, Uraguchi T, Nakamura M, Shinohara S, Higuchi M, Mitsuyoshi S, Tokuno S
  • Organizer: Neuroscience 2018 (SanDiego)
  • Int'l Joint Research
• [Presentation] Research on Artificial Ego (2018)
  • Author(s): Shunji Mitsuyoshi
  • Organizer: Luncheon Seminar of IEEE SMC 2018
  • Int'l Joint Research
• [Presentation] 音声による大うつ病の重症度評価の試み (2018)
  • Author(s): 戸田 裕之, 斉藤拓, 篠原修二, 大宮康宏, 中村光晃, 樋口政和, 萩原直樹, 高野毅, 光吉俊二, 吉野相英, 徳野慎一
  • Organizer: 第15回日本うつ病学会総会（東京）
• [Presentation] Difference in sound features of Ultrasonic Vocalizations by neonatal rats separated from their mother in response to surrounding environment (2018)
  • Author(s): M. Nakamura, M. Tanichi, H. Toda, T. Saito, S. Mitsuyoshi, S. Shinohara, Y. Omiya, M. Higuchi, K. Shimizu, A. Yoshino, S. Tokuno
  • Organizer: 第41回日本神経科学大会（神戸）
• [Presentation] Voice-Based Emotion Model for Identifying Major Depression (2018)
  • Author(s): Masakazu Higuchi, Shuji Shinohara, Mitsuteru Nakamura, Yasuhiro Omiya, Naoki Hagiwara, Takeshi Takano, Hiroyuki Toda, Taku Saito, Hiroo Terashi, Hiroshi Mitoma, Shunji Mitsuyoshi, Shinichi Tokuno
  • Organizer: EMBC2018, (Hawaii)
  • Int'l Joint Research
• [Presentation] Evaluation of Mind Monitoring System (MIMOSYS) by Subjects with Romanian and Russian As Their Native Language (2018)
  • Author(s): Tomoki Uraguchi, Shuji Shinohara, Aurelian Denis NEGREA, Marian ?aicu, Gheorghe S?voiu, Yasuhiro Omiya, Mitsuteru Nakamura, Masakazu Higuchi, Takeshi Takano, Naoki Hagiwara, Shunji Mitsuyoshi, Shinichi Tokuno
  • Organizer: EMBC2018, (Hawaii)
  • Int'l Joint Research
• [Presentation] Feasibility Study on Screening for Dementia Using Voice Analysis (2018)
  • Author(s): Mitsuteru Nakamura, Shuji Shinohara, Yasuhiro Omiya, Masakazu Higuchi, Naoki Hagiwara, Takeshi Takano, Shunji Mitsuyoshi, Yuki Nozaki, Miki Yoshitake, Nobuo Sanjo, Shinichi Tokuno
  • Organizer: EMBC2018, (Hawaii)
  • Int'l Joint Research
• [Presentation] Evaluation of Suicidal Ideation Based on the Pitch Detection Rate (2018)
  • Author(s): Shuji Shinohara, Denis NEGREA Aurelian, Marian ?aicu, Gheorghe S?voiu, Yasuhiro Omiya, Mitsuteru Nakamura, Masakazu Higuchi, Takeshi Takano, Naoki Hagiwara, Shunji Mitsuyoshi, Shinichi Tokuno
  • Organizer: EMBC2018, (Hawaii)
  • Int'l Joint Research
• [Presentation] 体位に依存した音声特徴量の変化に基づく閉塞性睡眠時無呼吸リスク推測手法の実現可能性の検討 (2018)
  • Author(s): 中村光晃, 大宮康宏, 篠原修二, 樋口政和, 萩原直樹, 高野毅, 光吉俊二, 淡野宏輔, 田中俊一, 徳野慎一
  • Organizer: 日本睡眠学会 第43回定期学術集会（札幌）
• [Presentation] 音声分析に基づくマインドモニタリングシステム（MIMOSYS）の概要 (2018)
  • Author(s): 大宮康宏, 萩原直樹, 篠原修二, 中村光晃, 樋口政和, 高野毅, 光吉俊二, 徳野慎一
  • Organizer: 第57回日本生体医工学会大会（札幌）
• [Presentation] 音声による疾患鑑別の可能性 (2018)
  • Author(s): 徳野慎一, 篠原修二, 中村光晃, 樋口政和, 大宮康宏, 萩原直樹, 高野毅, 光吉俊二
  • Organizer: 第57回日本生体医工学会大会（札幌）
• [Presentation] The influence of the voice acquisition method to the mental health state estimation based on vocal analysis (2018)
  • Author(s): Omiya Y, Hagiwara N, Shinohara S, Nakamura M, Higuchi M, Mitsuyoshi S, Takayama E, Tokuno S
  • Organizer: IUPESM World Congress on Medical Physics and Biomedical Engineering 2018 (IUPESM 2018), (Praha)
  • Int'l Joint Research
• [Presentation] Feasibility study of evaluation of therapeutic effect for sleep apnea syndrome using mental healthiness evaluated from voice (2018)
  • Author(s): Nakamura M, Shinohara S, Omiya Y, Mitsuyoshi S, Higuchi M, Hagiwara N, Takano T, Danno H, Tanaka S, Tokuno S
  • Organizer: IUPESM World Congress on Medical Physics and Biomedical Engineering 2018 (IUPESM 2018), (Praha)
  • Int'l Joint Research
• [Presentation] 産業現場におけるメンタルヘルスケアのための音声を用いた心の健康状態測定の検証 (2018)
  • Author(s): 樋口政和, 三浦勇太, 篠原修二, 中村光晃, 大宮康宏, 萩原直樹, 髙野毅, 光吉俊二, 徳野慎一
  • Organizer: 第91回日本産業衛生学会, (熊本)
• [Presentation] 音声を用いたメンタルヘルス状態計測における年齢及び性別の影響の検証 (2018)
  • Author(s): 大宮康宏, 萩原直樹, 中村光晃, 篠原修二, 樋口政和, 髙野毅, 光吉俊二, 高山英次, 徳野慎一
  • Organizer: 第91回日本産業衛生学会, (熊本)
• [Presentation] An Effect of Noise on Mental Health Indicator using Voice (2017)
  • Author(s): Higuchi M, Shinohara S, Nakamura M, Mitsuyoshi S, Omiya Y, Hagiwara N, Takano T, Tokuno S
  • Organizer: International Conference on Intelligent Informatics and BioMedical Sciences (ICIIBMS) 2017
  • Int'l Joint Research
• [Presentation] Difference in Speech Analysis Results by Compression (2017)
  • Author(s): Omiya Y, Hagiwara N, Takano T, Shinohara S, Nakamura M, Higuchi M, Mitsuyoshi S, Tokuno S
  • Organizer: International Conference on Intelligent Informatics and BioMedical Sciences (ICIIBMS) 2017
  • Int'l Joint Research
• [Presentation] Major Depression Index Derived from the Relationship between Hurst Exponent and Zero Crossing Rate in Voice (2017)
  • Author(s): Shinohara S, Omiya Y, Nakamura M, Higuchi M, Hagiwara N, Takano T, Toda H , Saito T , Tanichi M , Yoshino A, Mitsuyoshi S,
  • Organizer: Neuroscience 2017
  • Int'l Joint Research
• [Presentation] Stress Evaluation using Voice in Dental Identification Work of Dead Body (2017)
  • Author(s): Omiya Y, Shinohara S, Higuchi M, Nakamura M, Mitsuyoshi S, Yamamoto I, Tokuno S
  • Organizer: Neuroscience 2017
  • Int'l Joint Research
• [Presentation] Relation between Severity of Sleep Apnea Syndrome and Mental Healthiness Evaluated from Voice (2017)
  • Author(s): Nakamura M, Shinohara S, Omiya Y, Hagiwara N, Higuchi M, Mitsuyoshi S, Danno H, Tanaka S, Tokuno S
  • Organizer: Engineering in Medicine and Biology Society (EMBC), 2017 39th Annual International Conference of the IEEE
  • Int'l Joint Research
• [Presentation] Difference in Voice Analysis Result by Pre- and Post- processing of Telephone Line (2017)
  • Author(s): Hagiwara N, Omiya Y, Shinohara S, Nakamura M, Higuchi M, Mitsuyoshi S, Tokuno S
  • Organizer: Engineering in Medicine and Biology Society (EMBC), 2017 39th Annual International Conference of the IEEE
  • Int'l Joint Research
• [Presentation] パーキンソン病患者スクリーニングのための 音声障害指標の提案 (2017)
  • Author(s): 篠原修二、赫寛雄、大宮康宏、中村光晃、樋口政和、萩原直樹、髙野毅、光吉俊二、徳野慎一
  • Organizer: 生体医工学シンポジウム2017
• [Presentation] 電話回線におけるコーデックが通話音声による健康状態推定に及ぼす影響 (2017)
  • Author(s): 大宮康宏、 萩原直樹、 髙野毅、 篠原修二、 中村光晃、 樋口政和、 光吉俊二、徳野慎一
  • Organizer: HCGシンポジウム2017
• [Presentation] 音声指標によるパーキンソン病患者とうつ病患者と健常者の鑑別 (2017)
  • Author(s): 篠原修二、 大宮康宏、 中村光晃、 樋口政和、 萩原直樹、 髙野毅、 光吉俊二、 徳野慎一
  • Organizer: HCGシンポジウム2017
• [Presentation] 音声によるマインドモニタリングシステムにおける録音方式の違いによる有効性検証 (2017)
  • Author(s): 大宮康宏、 萩原直樹、 髙野毅、 桐田賢、 篠原修二、中村光晃、 樋口政和、光吉俊二、 徳野慎一
  • Organizer: 生体医工学シンポジウム2017
• [Presentation] 遺体の身元確認作業におけるメンタルケアのための音声によるストレス度測定 (2017)
  • Author(s): 樋口政和, 山本伊佐夫, 篠原修二, 中村光晃, 大宮康宏, 萩原直樹, 髙野毅, 光吉俊二, 徳野慎一
  • Organizer: 生体医工学シンポジウム2017
• [Presentation] 走行中の自動車騒音が感情やストレス状態の推定に有用な音声構造解析に与える影響 (2017)
  • Author(s): 髙野 毅, 大宮 康宏, 萩原 直樹、篠原 修二, 中村 光晃, 樋口 政和, 光吉 俊二, 徳野 慎一
  • Organizer: HCGシンポジウム2017
• [Presentation] 陸上自衛隊における新入隊員の音声によるストレス計測の試み (2017)
  • Author(s): 大宮康宏、萩原直樹、中村 光晃、篠原修二、樋口政和、光吉俊二、戸田裕之、長川真治、徳野慎一
  • Organizer: 第90回日本産業衛生学会（東京）
• [Presentation] Feasibility Study of Classifying Major Depressive Disorder and Bipolar Disorders Using Voice Features (2017)
  • Author(s): Nakamura M, Omiya Y, Shinohara S, Mitsuyoshi S, M Higuchi, Hagiwara N, Takano T, Toda H, Saito T, Tanichi M, Yoshino A, Tokuno S
  • Organizer: XVII World Congress of Psychiatry (Berlin)
  • Int'l Joint Research
• [Presentation] Introduction of Pathophysiological Voice Analysis for Disease (2017)
  • Author(s): Tokuno S, Mitsuyoshi S
  • Organizer: Engineering in Medicine and Biology Society (EMBC), 2017 39th Annual International Conference of the IEEE
  • Int'l Joint Research
• [Presentation] 音声感情認識・音声病態分析学から人工自我システムまで (2017)
  • Author(s): 光吉俊二
  • Organizer: 日本感情心理学会 第25回大会（京都）
  • Invited
• [Presentation] Voice Disability Index Using Pitch Rate (2016)
  • Author(s): Shinohara S, Omiya Y, Nakamura M, Hagiwara N, Mitsuyoshi S, Tokuno S
  • Organizer: IEEE EMBS Conference of Biomedical, Engineering and Sciences
  • Place of Presentation: Malaysia
  • Year and Date: 2016-12-04
  • Int'l Joint Research
• [Presentation] Psychological impact of Kumamoto earthquake by voice analysis using a smart phone application (2016)
  • Author(s): Tokuno S, Omiya Y, Shinohara S, Nakamura M, Hagiwara N, Mitsuyoshi S
  • Organizer: Neuroscience 2016
  • Place of Presentation: San Diego
  • Year and Date: 2016-11-12
  • Int'l Joint Research
• [Presentation] Alternation of fundamental frequency of ultrasonic vocalizations by neonatal rats in response to distance from their mother (2016)
  • Author(s): Nakamura M, Tanichi M, Toda H, Mitsuyoshi S. Shinohara S, Omiya Y, Shimizu K, Yoshino A, Tokuno S
  • Organizer: Neuroscience 2016
  • Place of Presentation: San Diego
  • Year and Date: 2016-11-12
  • Int'l Joint Research
• [Presentation] Development of Mind Monitoring System using Call Voice (2016)
  • Author(s): Omiya Y, Hagiwara N, Shinohara S, Nakamura M, Mitsuyoshi S, Tokuno S
  • Organizer: Neuroscience 2016
  • Place of Presentation: San Diego
  • Year and Date: 2016-11-12
  • Int'l Joint Research
• [Presentation] Validity of the Mind Monitoring System as a Mental Health Indicator (2016)
  • Author(s): Hagiwara N, Omiya Y, Shinohara S, Nakamura M, Yasunaga H, Mitsuyoshi S, Tokuno S.
  • Organizer: Bioinformatics and Bioengineering (BIBE)
  • Place of Presentation: Taichung
  • Year and Date: 2016-10-31
  • Int'l Joint Research
• [Presentation] スマートフォンを用いた音声による心の健康状態のモニタリングシステムにおける録音方 式の違いによる有効性検証 (2016)
  • Author(s): 萩原直樹, 大宮康宏, 篠原修二, 中村光晃, 木暮祐一, 光吉俊二 , 徳野慎一
  • Organizer: 生体医工学シンポジウム2016
  • Place of Presentation: 旭川
  • Year and Date: 2016-09-17
• [Presentation] 舌喉頭矯正術前後の乳児啼泣音声分析 (2016)
  • Author(s): 山本伊佐夫, 大宮康宏, 徳野慎一, 光吉俊二, 鎌倉尚史, 中川貴美 子, 大平寛, 山口里恵, 宮川康一, 山田良広
  • Organizer: 第8回日本子ども虐待医学会学術集会
  • Place of Presentation: 福岡
  • Year and Date: 2016-07-23
• [Presentation] 舌喉頭矯正術前後の乳児啼泣音声の解析 (2016)
  • Author(s): 山本伊佐夫, 大宮康宏, 徳野慎一, 光吉俊二, 中川貴美子, 大平寛, 鎌倉尚史, 山口里恵, 宮川康一, 山田良広
  • Organizer: 第100次 日本法医学会学術全国集会
  • Place of Presentation: 東京
  • Year and Date: 2016-06-15
• [Presentation] Development of voice pathophysiology analysis technology (2016)
  • Author(s): Mitsuyoshi S
  • Organizer: 7th Asia Pacific Regional Conference of the International Association for Suicide Prevention
  • Place of Presentation: Tokyo
  • Year and Date: 2016-05-18
  • Int'l Joint Research
• [Presentation] Medical evidence of voice pathophysiology analysis technology (2016)
  • Author(s): Tokuno S
  • Organizer: 7th Asia Pacific Regional Conference of the International Association for Suicide Prevention
  • Place of Presentation: Tokyo
  • Year and Date: 2016-05-18
  • Int'l Joint Research
• [Presentation] CGL前後の乳幼児啼泣音声の分析（続報） (2016)
  • Author(s): 大宮康宏、山本伊佐夫、中村光晃、篠原修二、光吉俊二、徳野慎一、 中川貴美子、福地芳子、向井將
  • Organizer: 第28回日本舌癒着症学会
  • Place of Presentation: 横浜
• [Book] Diversity and Morality: Crossing Borders with Engineering Approach (2017)
  • Author(s): Yuichi Tei, Shunji Mitsuyoshi
  • Total Pages: 134
  • Publisher: Book Lab
  • ISBN: 9791159877711
• [Remarks] 音声病態分析学（東京大学大学院医学系研究科 社会連携講座）
  • URL: http://www.univ.tokyo
• [Remarks] http://www.univ.tokyo/
• [Patent(Industrial Property Rights)] 推定方法、推定プログラムおよび推定装置 (2017)
  • Inventor(s): 篠原修二、大宮 康宏
  • Industrial Property Rights Holder: 東京大学、PST 株式会社
  • Industrial Property Rights Type: 特許
  • Industrial Property Number: 2017-013856
  • Filing Date: 2017-01-30