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Early Detection of Dementia by Advancing Speech Analysis and Bayesian-Based Data Mining

Research Project

Project/Area Number 25540146
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Web informatics, Service informatics
Research InstitutionNagoya Institute of Technology

Principal Investigator

Kato Shohei  名古屋工業大学, 工学(系)研究科(研究院), 教授 (70311032)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2013: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords認知症スクリーニング / 医療・福祉サービス / 発話音声解析 / 加齢工学 / 発話音韻解析 / 多重ロジスティック回帰分析 / ROC解析
Outline of Final Research Achievements

In this research, we have developed a novel data-mining approach for detection of cognitive impairment, SPCIR (Speech Prosody-Based Cognitive Impairment Rating), which can discriminate between mild cognitive impairment and mild Alzheimer’s disease from elderly using prosodic sign extracted from elderly speech during questionnaire test. This study proposes a binary discrimination model of SPCIR using multivariate logistic regression and model selection using receiver operating characteristic (ROC) curve analysis, and confirmed acceptable discriminative performance of the sensitivity and specificity of SPCIR for diagnosis (control; mild cognitive impairment/mild Alzheimer’s disease).

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (48 results)

All 2016 2015 2014 2013 Other

All Journal Article (7 results) (of which Peer Reviewed: 5 results,  Open Access: 3 results,  Acknowledgement Compliant: 3 results) Presentation (35 results) (of which Int'l Joint Research: 10 results,  Invited: 6 results) Book (1 results) Remarks (3 results) Patent(Industrial Property Rights) (2 results) (of which Overseas: 2 results)

  • [Journal Article] Characterization of <I>KANSEI</I> Robot Reflecting the Tendency of Treatment from User2016

    • Author(s)
      小笠原宏樹,加藤昇平
    • Journal Title

      Transactions of Japan Society of Kansei Engineering

      Volume: 15 Issue: 1 Pages: 75-83

    • DOI

      10.5057/jjske.TJSKE-D-15-00047

    • NAID

      130005128769

    • ISSN
      1884-0833, 1884-5258
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 感性ロボットに心を宿す情報処理とインタラクションデザイン2015

    • Author(s)
      加藤昇平
    • Journal Title

      感性工学・特集「感性ロボット」

      Volume: Vol.13 No.4 Pages: 211-219

    • Related Report
      2015 Annual Research Report
  • [Journal Article] 隠れマルコフモデルを用いた発話音声からの性格印象推定2015

    • Author(s)
      金軼成, 佐久間拓人, 加藤昇平, 國立勉
    • Journal Title

      電気学会論文誌C

      Volume: Vol.135, No.12 Pages: 1517-1523

    • NAID

      130005112614

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 探索の停滞に応じてパラメータを再設定するDifferential Evolution on Scattered Parents2015

    • Author(s)
      岩井 亮,加藤 昇平
    • Journal Title

      情報処理学会論文誌

      Volume: 56(2) Pages: 733-743

    • NAID

      110009877391

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Bayesian-Based Detection of Mild Cognitive Impairment and Mild Alzheimer’s Disease: discrimination performance using cerebral blood flow activation during daily conversation2014

    • Author(s)
      Shohei Kato,Hidetoshi Endo,Risako Nagata,Takuto Sakuma,Keita Watanabe
    • Journal Title

      Gerontechnology

      Volume: 13(12) Pages: 116-117

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] 高齢者の発話から認知症の危険度を察知する情報技術2014

    • Author(s)
      加藤昇平
    • Journal Title

      名古屋工業会誌 ごきそ

      Volume: 461 Pages: 6-7

    • Related Report
      2014 Research-status Report
  • [Journal Article] A New Ant Colony Optimization Method Considering Intensification and Diversification2013

    • Author(s)
      Mitsuru Haga, Shohei Kato
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 8291 Pages: 445-452

    • DOI

      10.1007/978-3-642-44927-7_33

    • ISBN
      9783642449260, 9783642449277
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Comparison of Cerebral Blood Flow Activation of Elderlies with Amnestic and Nonamnestic MCI during Daily Conversation2016

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, Takuto Sakuma, and Kiyomi Tomida
    • Organizer
      IEEE International Conference on Biomedical and Health Informatics (BHI-2016),
    • Place of Presentation
      Las Vegas, NV, USA
    • Year and Date
      2016-02-24
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Psychological Effects of Physical Embodiment on Pet Therapy2016

    • Author(s)
      Rina Hayashi, Shohei Kato
    • Organizer
      International Symposium on Artificial Life and Robotics (AROB 2016)
    • Place of Presentation
      Beppu, Oita, Japan
    • Year and Date
      2016-01-20
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 高齢者の発生音声と脳血流解析に基づく軽度認知症の早期スクリーニング2015

    • Author(s)
      加藤昇平
    • Organizer
      中部経済連合会ヘルスケア部会・名工大医工学技術見学会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-11-12
    • Related Report
      2015 Annual Research Report
  • [Presentation] A Friendship Network Model on Heider’s Balance Theory Considering Assertiveness and Empathy2015

    • Author(s)
      Tatsuki Okubo, Shohei Kato, Atsuko Mutoh
    • Organizer
      The 4th 2015 IEEE Global Conference on Consumer Electronics (IEEE GCCE 2015)
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2015-10-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How Cognitive Biases Works on Word Alignment2015

    • Author(s)
      Taichi Matsui, Shohei Kato, Munehiro Nakamura
    • Organizer
      The 4th 2015 IEEE Global Conference on Consumer Electronics (IEEE GCCE 2015)
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2015-10-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CHOBONYAN: Soft-Stuffed Robot in Palmtop Size and Light Weight for Therapy2015

    • Author(s)
      Rina Hayashi, Shohei Kato
    • Organizer
      The 4th 2015 IEEE Global Conference on Consumer Electronics (IEEE GCCE 2015)
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2015-10-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-Task Reinforcement Learning with Associative Memory Models Considering the Multiple Distributions of MDPs2015

    • Author(s)
      Fumihiro Kinbara, Shohei Kato, Munehiro Nakamura
    • Organizer
      The 4th 2015 IEEE Global Conference on Consumer Electronics (IEEE GCCE 2015)
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2015-10-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Effect of Assertiveness and Empathy on Heider's Balance Theory for Friendship Network Models2015

    • Author(s)
      Tatsuki Okubo, Shohei Kato, Atsuko Mutoh
    • Organizer
      International Joints Agent Workshop Symposium 2015
    • Place of Presentation
      Ishikawa, Japan
    • Year and Date
      2015-09-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Associative Memory-based Approach to Multi-task Reinforcement Learning under Stochastic Environments2015

    • Author(s)
      Fumihiro Kinbara, Kato Shohei, Munehiro Nakamura
    • Organizer
      International Joints Agent Workshop Symposium 2015
    • Place of Presentation
      Ishikawa, Japan
    • Year and Date
      2015-09-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of Mild Alzheimer’s Disease and Mild Cognitive Impairment from Elderly Speech: binary discrimination using logistic regression2015

    • Author(s)
      Shohei Kato, Akira Homma, Takuto Sakuma, Munehiro Nakamura
    • Organizer
      The 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’15)
    • Place of Presentation
      Milano, Italy
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Measurement of Cerebral Blood Flow Activation of Elderlies during Verbally-Based Cognitive Tasks: comparison of fNIRS signals between mild AD and MCI subtypes2015

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, Takuto Sakuma
    • Organizer
      Brain Connects 2015(NCGG/JSPS NTU/NUS Joint Research Collaboration Workshop)
    • Place of Presentation
      Nagoya Universoty
    • Year and Date
      2015-07-31
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 高齢者の発話から認知症の危険度を察知する情報技術:誰でも気軽に使える認知症スクリーニングをめざして2015

    • Author(s)
      加藤昇平
    • Organizer
      CIAJ情報通信ネットワーク産業協会・えくすぱーと・のれっじ・セミナー
    • Place of Presentation
      東京
    • Year and Date
      2015-06-29
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Comparison of Cerebral Blood Flow Activation of Elderlies with Amnestic and Non-amnestic MCI during Verbally-Based Cognitive Test2015

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, and Takuto Sakuma
    • Organizer
      The 54th Annual Conference of Japan Society for Medical and Biological Engineering
    • Place of Presentation
      Nagoya Congress Center
    • Year and Date
      2015-05-07
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 鳴子地区在住高齢者の健康状態、日常生活能力、および、認知機能の把握調査2015

    • Author(s)
      加藤昇平, 赤津裕康, 渕田英津子
    • Organizer
      第54回日本生体医工学会大会
    • Place of Presentation
      名古屋国際会議場
    • Year and Date
      2015-05-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] A Study on Care-Giver Free Cognitive Impairment Screening and Reminiscence Therapy Tool for the Elderly2015

    • Author(s)
      Yona Nancy, Shohei Kato
    • Organizer
      The 1st International Symposium on Affective Science and Engineering (ISASE2015)
    • Place of Presentation
      Tokyo
    • Year and Date
      2015-03-22 – 2015-03-23
    • Related Report
      2014 Research-status Report
  • [Presentation] LDA-Based Text Classification Method for Psychological Counseling Data2015

    • Author(s)
      Zhuang Shan, Shohei Kato
    • Organizer
      The 1st International Symposium on Affective Science and Engineering (ISASE2015)
    • Place of Presentation
      Tokyo
    • Year and Date
      2015-03-22 – 2015-03-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Estimation of Personality Impression from Speech Record: Based on Non-verbal Information Modeled by HMM2015

    • Author(s)
      Yicheng Jin, Takuto Sakuma, Shohei Kato
    • Organizer
      The 1st International Symposium on Affective Science and Engineering (ISASE2015)
    • Place of Presentation
      Tokyo
    • Year and Date
      2015-03-22 – 2015-03-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Emotion Estimation from Sentence of Written and Spoken Language: calculating sentence similarity for categorization using weighted common subsequence2015

    • Author(s)
      Akihiro Uhara, Shohei Kato
    • Organizer
      The 1st International Symposium on Affective Science and Engineering (ISASE2015)
    • Place of Presentation
      Tokyo
    • Year and Date
      2015-03-22 – 2015-03-23
    • Related Report
      2014 Research-status Report
  • [Presentation] A Ball Game Typed Human-Robot Interaction Based on All-Combinatorial N-grams2015

    • Author(s)
      Takuto Sakuma, Shohei Kato
    • Organizer
      The 20th International Symposium on Artificial Life and Robotics (AROB 20th 2015)
    • Place of Presentation
      Beppu, Oita
    • Year and Date
      2015-01-21 – 2015-02-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Dynamic subgoal generation using evolutionary computation for reinforcement learning under POMDP2015

    • Author(s)
      Takumi Nomura, Shohei Kato
    • Organizer
      The 20th International Symposium on Artificial Life and Robotics (AROB 20th 2015)
    • Place of Presentation
      Beppu, Oita
    • Year and Date
      2015-01-21 – 2015-01-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Effect of mood transition for characterizing KANSEI robot reflecting the tendency of treatment from user2015

    • Author(s)
      Hiroki Ogasawara, Shohei Kato
    • Organizer
      The 20th International Symposium on Artificial Life and Robotics (AROB 20th 2015)
    • Place of Presentation
      Beppu, Oita
    • Year and Date
      2015-01-21 – 2015-01-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Agent-based architecture with distributed evolutionary computation that self-acquires and applies knowledge2015

    • Author(s)
      Shingo Morita, Shohei Kato
    • Organizer
      The 20th International Symposium on Artificial Life and Robotics (AROB 20th 2015)
    • Place of Presentation
      Beppu, Oita
    • Year and Date
      2015-01-21 – 2015-01-23
    • Related Report
      2014 Research-status Report
  • [Presentation] 高齢者の発話から認知症をスクリーニングする情報技術2014

    • Author(s)
      加藤昇平
    • Organizer
      第8回Beyond Robotics研究会
    • Place of Presentation
      東京大学
    • Year and Date
      2014-12-14
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 高齢者の発話から認知症の危険度を察知する技術2014

    • Author(s)
      加藤昇平
    • Organizer
      日本感性工学会感性ロボティクス部会Mini Symposium
    • Place of Presentation
      千葉工業大学
    • Year and Date
      2014-12-12
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 高齢者の発話から認知症の危険度を察知する情報技術2014

    • Author(s)
      加藤昇平
    • Organizer
      名古屋工業会尾張支部総会・特別講演会
    • Place of Presentation
      名古屋文理大学文化フォーラム
    • Year and Date
      2014-04-19
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Early Detection of Mild Cognitive Impairment and Mild Alzheimer's Disease in Elderly Using CBF Activation during Verbally-Based Cognitive Tests2014

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, Takuto Sakuma, Keita Watanabe
    • Organizer
      International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2014)
    • Place of Presentation
      Angers, France
    • Related Report
      2013 Research-status Report
  • [Presentation] Bayesian-Based Detection of Mild Cognitive Impairment and Mild Alzheimer's Disease: discrimination performance using cerebral blood flow activation during daily conversation2014

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, Takuto Sakuma, Keita Watanabe
    • Organizer
      The 9th World Conference of Gerontechnology (ISG 2014)
    • Place of Presentation
      Taipei, TW
    • Related Report
      2013 Research-status Report
  • [Presentation] Maintaining Intensification and Diversification for Ant Colony Optimization2013

    • Author(s)
      Mitsuru Haga, Shohei Kato
    • Organizer
      The 14th International Symposium on Advanced Intelligent Systems (ISIS2013)
    • Place of Presentation
      Daejeon, Korea
    • Related Report
      2013 Research-status Report
  • [Presentation] Toward Personalized Cognitive Training for Elderly with Mild Cognitive Impairment: cerebral blood flow activation during verbally-based cognitive activities2013

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, Takuto Sakuma, Keita Watanabe
    • Organizer
      2013 IEEE International Conference on Systems Man and Cybernetics (SMC 2013)
    • Place of Presentation
      Manchester, UK
    • Related Report
      2013 Research-status Report
  • [Presentation] Characterizing Model for KANSEI Robot Based on the Tendency of Treatment from User2013

    • Author(s)
      Hiroki Ogasawara, Shohei Kato
    • Organizer
      5th International Association of Societies of Design Research (IASDR 2013)
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Acquiring Interaction Rule Reflecting User’s Evaluation Tendency2013

    • Author(s)
      Takuto Sakuma, Shohei Kato
    • Organizer
      5th International Association of Societies of Design Research (IASDR 2013)
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Early Detection of Cognitive Impairment in the Elderly Based on Bayesian Mining Using Speech Prosody and Cerebral Blood Flow Activation2013

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Akira Homma, Takuto Sakuma, Keita Watanabe
    • Organizer
      35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'13)
    • Place of Presentation
      Osaka, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Toward Personalized Cognitive Training for Elderly with Mild Cognitive Impairment Using Cerebral Blood Flow Activation2013

    • Author(s)
      Shohei Kato, Hidetoshi Endo, Risako Nagata, Takuto Sakuma, Keita Watanabe
    • Organizer
      The 27th Annual Conference of Japanese Society for Artificial Intelligence
    • Place of Presentation
      Toyama, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] 軽度認知機能障害および軽度認知症の早期診断とリハビリテーション支援をめざして2013

    • Author(s)
      加藤昇平, 遠藤英俊, 永田理紗子, 佐久間拓人, 渡邊恵太
    • Organizer
      Joint Agent Workshop and Symposium (JAWS)
    • Place of Presentation
      南紀白浜
    • Related Report
      2013 Research-status Report
  • [Presentation] 健康長寿社会のための人間内面のモニタリング2013

    • Author(s)
      加藤 昇平, 遠藤 英俊, 永田 理紗子, 佐久間 拓人, 渡邊 恵太
    • Organizer
      平成25年度電気関係学会東海支部連合大会
    • Place of Presentation
      静岡大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Book] パーソナル・ヘルスケア:ユビキタス、ウェアラブル医療実現に向けたエレクトロニクス研究最前線(第2編, 第5章, 第2節)2013

    • Author(s)
      加藤 昇平, 遠藤 英俊, 本間 昭
    • Total Pages
      398
    • Publisher
      NTS
    • Related Report
      2013 Research-status Report
  • [Remarks] 名古屋工業大学加藤昇平研究室>研究概要>認知症スクリーニング

    • URL

      https://www.katolab.nitech.ac.jp/html/research_screening_cognitive_impairment.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] 名古屋工業大学加藤昇平研究室>研究概要>認知症スクリーニング

    • URL

      http://www.katolab.nitech.ac.jp/html/research_screening_cognitive_impairment.html

    • Related Report
      2014 Research-status Report
  • [Remarks] 名古屋工業大学加藤昇平研究室>研究概要>認知症スクリーニング

    • URL

      http://www.katolab.nitech.ac.jp/html/research_screening_cognitive_impairment.html

    • Related Report
      2013 Research-status Report
  • [Patent(Industrial Property Rights)] Cognitive Impairment Determination Apparatus, Cognitive Impairment Determination System and Program2013

    • Inventor(s)
      Shohei Kato, Hidetoshi Endo
    • Industrial Property Rights Holder
      Shohei Kato, Hidetoshi Endo
    • Industrial Property Rights Type
      特許
    • Filing Date
      2013-11-27
    • Acquisition Date
      2015-09-15
    • Related Report
      2015 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] Cognitive Impairment Determination Apparatus, Cognitive Impairment Determination System and Program2013

    • Inventor(s)
      Shohei Kato, Hidetoshi Endo
    • Industrial Property Rights Holder
      Shohei Kato, Hidetoshi Endo
    • Industrial Property Rights Type
      特許
    • Filing Date
      2013-11-30
    • Related Report
      2013 Research-status Report
    • Overseas

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Published: 2014-07-25   Modified: 2019-07-29  

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