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An Intelligent System with Multi-Modal Interface and Intelligence Development Functions and Its Applications

Research Project

Project/Area Number 26330254
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionYamaguchi University

Principal Investigator

Kuremoto Takashi  山口大学, 大学院創成科学研究科, 助教 (40294657)

Co-Investigator(Kenkyū-buntansha) 大林 正直  山口大学, 大学院創成科学研究科, 教授 (60213849)
間普 真吾  山口大学, 大学院創成科学研究科, 准教授 (70434321)
小林 邦和  愛知県立大学, 情報科学部, 教授 (40263793)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsニューラルネットワーク / 強化学習 / パターン認識 / ファジィ / 深層学習 / インテリジェントシステム / ソフトコンピューティング / マルチモーダルインタフェース / 脳波識別 / 深層ファジィニューラルネットワーク / アテンションモデル / 音声命令認識 / ジェスチャー命令認識 / 自己組織化マップ / 時系列予測 / 強化学習システム / Deep Belief Net / 動的連想記憶モデル / Growing SOM
Outline of Final Research Achievements

To develop the future partner robot which has high intelligence, autonomy, ability of communication with human being, an intelligent system with multi-modal interfaces and development ability is proposed and developed in this study. In detail, artificial neural networks, fuzzy inference, evolutionary calculation, reinforcement learning, etc, which belong to the field of "softcomputing" were utilized to design and develop multiple intelligent function modules such as pattern classification, association memory, forecasting, adaptive behavior acquisition, and so on. Specially, multi-modal interfaces including visual information, auditory information, and brain wave (EEG) were used to estimate the meaning or instruction of the human being and output appropriate actions. The proposed intelligent system is expected to be applied to the partner robots such as pet robots, communication robots, and so on.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (81 results)

All 2018 2017 2016 2015 2014 Other

All Journal Article (33 results) (of which Peer Reviewed: 33 results,  Open Access: 13 results,  Acknowledgement Compliant: 16 results) Presentation (44 results) (of which Int'l Joint Research: 28 results,  Invited: 3 results) Remarks (4 results)

  • [Journal Article] Forecasting Real Time Series Data using Deep Belief Net and Reinforcement Learning2017

    • Author(s)
      Takaomi HIRATA, Takashi KUREMOTO, Masanao OBAYASHI, Shingo MABU, Kunikazu KOBAYASHI
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: 4(4)

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Enhancing EEG Signals Recognition Using ROC Curve2017

    • Author(s)
      Takashi Kuremoto, Yuki Baba, Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: 4(4)

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Novel Approach to Time Series Forecasting using Deep Learning and Linear Model2016

    • Author(s)
      平田貴臣,呉本尭,小林邦和,間普真吾,大林正直
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 3 Pages: 348-356

    • DOI

      10.1541/ieejeiss.136.348

    • NAID

      130005132289

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Deep Belief Network using Reinforcement Learning and its Applications to Time Series Forecasting2016

    • Author(s)
      Takaomi Hirata, Takashi Kuremoto,Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Journal Title

      Lecture Note in Computer Science

      Volume: 9949 Pages: 30-37

    • DOI

      10.1007/978-3-319-46675-0_4

    • NAID

      120005998422

    • ISBN
      9783319466743, 9783319466750
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Combination of Gentic Network Programming and Knapsack Problem to Support Record Clustering on Dsitributed Database2016

    • Author(s)
      Wirarama Wedashwara, Shingo Mabu, Masanao Obayashi, Takashi Kuremnoto
    • Journal Title

      Expert System with Applications

      Volume: Vol. 46 Pages: 15-23

    • DOI

      10.1016/j.eswa.2015.10.006

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A hand shape instruction recognition and learning system using growing SOM with asymmetric neighborhood function2015

    • Author(s)
      Takashi Kuremoto, Keita Morisaki, Masanao Obayashi, Kunikazu Kobayashi, Shingo Mabu
    • Journal Title

      Neurocomputing

      Volume: Vol. 188 Pages: 31-41

    • DOI

      10.1016/j.neucom.2014.10.108

    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Dynamical Recollection and Storage of Video Images via MCNN and SOM2015

    • Author(s)
      渡邊駿,呉本尭,小林邦和,間普真吾,大林正直
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 135 Issue: 4 Pages: 414-422

    • DOI

      10.1541/ieejeiss.135.414

    • NAID

      130005062222

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Elman Type Recurrent Neural Nework with Parametric Bias and its Application to Multi-Action Learning of Robot2015

    • Author(s)
      Takashi Kuremoto, Keita Morisaki, Kunikazu Kobayashi, Shingo Mabu, Masanao Obayashi
    • Journal Title

      ICIC Express Letters Part B: Applications -- An International Journal of Research and Surveys

      Volume: Vol.6, No. 9 Pages: 2361-2369

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Ensemble Learning of Rule-Based Evolutionary Algorithm using Multi-Layer Perceptron for Supporting Decisions in Stock Trading Problems2015

    • Author(s)
      Shingo Mbu, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Applied Soft Computing

      Volume: 36 Pages: 351-367

    • DOI

      10.1016/j.asoc.2015.07.020

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Reinforcement Learning with Symbiotic Relationship for Multi-Agent Environments2015

    • Author(s)
      Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: Vol 2, No.1 Issue: 1 Pages: 40-45

    • DOI

      10.2991/jrnal.2015.2.1.10

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] On-line rule Updating System using Evolutionary Computation for Managing Distributed Database2015

    • Author(s)
      Wirarama Wedashwara, Shingo Mabu, Masanao Obayashi, Takashi Kuremnoto
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: Vol. 2, no. 2 Issue: 2 Pages: 73-78

    • DOI

      10.2991/jrnal.2015.2.2.2

    • NAID

      120006665792

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Ensemble Learning of Rule-based Evolutionary Algorithm Using Multi Layer Perceptron for Stock Trading Models2015

    • Author(s)
      Mabu, S., Obayashi, M., Kuremoto, T.
    • Journal Title

      The Proceedings of Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems (SCIS & ISIS 2014)

      Volume: CD-ROM Pages: 624-629

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Online Rule Updating System Using Evolutionary Computation for Managing Distributed Database2015

    • Author(s)
      I Gde Putu Wirarama Wedashwaran, Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Proceedings of International Conference on Artificial Life and Robotics (ICAROB 2015)

      Volume: CD-ROM Pages: 98-101

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Reinforcement Learning with Symbiotic Relationships for Multiagent Environments2015

    • Author(s)
      Mabu, S., Obayashi, M., Kuremoto, T.
    • Journal Title

      Proceedings of International Conference on Artificial Life and Robotics (ICAROB 2015)

      Volume: CD-ROM Pages: 102-106

    • NAID

      120006665793

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Learder-Follower Formation Control with an Adaptive Linear and Terminal Sliding Mode Combined Controller Using Auto-Structuring Fuzzy Neural Network2015

    • Author(s)
      Obayashi, M., Shinkawa, K., Kuremoto, T., Mabu, S., Kobayashi, K.
    • Journal Title

      Proceedings of The Seventh International Conference on Advanced Cognitive Technologies and Applications (Cognitive 2015)

      Volume: CD-ROM Pages: 130-136

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Time Series Forecasting Using a Deep Belief Network with Restricted Boltzmann Machines2014

    • Author(s)
      Talasjo Kuremoto, Shinsuke Kimura, Kunikazu Kobayashi, Masanao Obayashi
    • Journal Title

      Neurocomputing

      Volume: 137(5) Pages: 47-56

    • DOI

      10.1016/j.neucom.2013.03.047

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Behavior Selection Method of Robots Based on a Markovian Emotional Model2014

    • Author(s)
      綿田将悟, 大林正直,呉本尭,小林邦 , 間普真吾
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 134 Issue: 1 Pages: 85-93

    • DOI

      10.1541/ieejeiss.134.85

    • NAID

      130003382817

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Recollection Characteristics of Generalized MCNN Using Different Control Methods2014

    • Author(s)
      Shogo Watada, Masanao Obayashi, Takashi Kuremoto, Shingo Mabu, Masanao Obayashi, Kunikazu Kobayashi
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: 1(1) Pages: 27-32

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Recollection Characteristics of Generalized MCNN Using Different Control Methods2014

    • Author(s)
      Shun Watanabe, Takashi Kuremoto, Shingo Mabu, Masanao Obayashi, Kunikazu Kobayashi
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: 1(1) Pages: 73-79

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Control System Based on Auto-Fusion Cerebellar Perceptron Improved Model and Its Application to Consensus Problem2014

    • Author(s)
      内山祥吾, 大林正直,呉本尭,小林邦 和
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 134 Issue: 7 Pages: 990-998

    • DOI

      10.1541/ieejeiss.134.990

    • NAID

      130004870085

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] One-D-R-A-G-SOM and its Application to a Hand Shape Instruction Learning System2014

    • Author(s)
      Takashi Kuremoto, Takuhiro Otani, Shingo Mabu, Masanao Obayashi, Kunikazu Kobayashi
    • Journal Title

      International Journal of Networked and Distributed Computing

      Volume: 2(3) Issue: 3 Pages: 166-174

    • DOI

      10.2991/ijndc.2014.2.3.6

    • NAID

      120006649836

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] One Dimensional Ring Type Growing SOM with Asymmetric Neighborhood Function and its Application to a Hand Shape Instruction Learning System2014

    • Author(s)
      Kuremoto, T., Otani, T., Obayashi, M., Kobayashi, K., Mabu, S.
    • Journal Title

      Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD), 2014 15th IEEE/ACIS International Conference on

      Volume: CD-ROM Pages: 1-6

    • DOI

      10.1109/snpd.2014.6888741

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Hand Shape Instruction Recognition and Learning System usign Growing SOM with Asymmetric Neighborhood Function2014

    • Author(s)
      Kuremoto, T., Otani, T., Obayashi, M., Kobayashi, K., Mabu, S.
    • Journal Title

      Lecture Note in Computer Science (LNCS)

      Volume: 8588 Pages: 269-276

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Implementation of Genetic Network Programming and Knapsack Problem for Record Clustering on Distributed Database2014

    • Author(s)
      I Gde Putu Wirarama Wedashwaran, Shingo Mabu, Masanao Obayashi, Kuremoto, T.
    • Journal Title

      Proceedings of SICE Annual Conference 2014 (SICE 2014)

      Volume: CD-ROM Pages: 935-940

    • DOI

      10.1109/sice.2014.6935234

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Modified Recurrent Neural Network with Parametric Bias and its Application to Action Learning of a Humanoid Robot2014

    • Author(s)
      Kuremoto, T., Morisaki, Kobayashi, K., Mabu, S., K., Obayashi, M.
    • Journal Title

      Proceedings of 2nd International Conference on Intelligent Systems and Image Processing 2014 (ICISIP 2014)

      Volume: CD-ROM Pages: 414-418

    • DOI

      10.12792/icisip2014.078

    • NAID

      120006665797

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Forecast Chaotic Time Series Data by DBNs2014

    • Author(s)
      Kuremoto, T., Hirata, T., Obayashi, M., Mabu, S, Kobayashi, K.
    • Journal Title

      2014 Proceedings of 7th International Conference on Image and Signal Processing (CISP '14-BMEI'14)

      Volume: CD-ROM Pages: 1304-1309

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] How an Adaptive Learning Rate Benefits Neuro-Fuzzy Reinforcement Learning Systems2014

    • Author(s)
      Kuremoto, T., Obayashi, M., Kobayashi, K., Mabu, S.
    • Journal Title

      Lecture Note in Computer Science (LNCS)

      Volume: 8794 Pages: 324-331

    • NAID

      120005723599

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Tracking Control Method for A Two-Wheeled Robot Using Wavelet Neural Network-based Sliding Mode Control2014

    • Author(s)
      Aridome, T., Obayashi, M., Kuremoto, T., Mabu, S.
    • Journal Title

      The Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)

      Volume: CD-ROM Pages: 30-33

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Study on Effective Structural Evolution of Genetic Network Programming for Improving Generalization Performance2014

    • Author(s)
      Gotoh, S., Mabu, S., Obayashi, M., Kuremoto, T.
    • Journal Title

      The Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)

      Volume: CD-ROM Pages: 39-42

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Odor Recognition System in Real Environments Using KIII Olfactory Function Model2014

    • Author(s)
      Hikino, W., Obayashi, M., Kuremoto, T., Mabu, S.
    • Journal Title

      The Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)

      Volume: CD-ROM Pages: 43-46

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Time Series Prediction using DBN and ARIMA2014

    • Author(s)
      Hirata, T., Kuremoto, T., Obayashi, M., Kobayashi, K., Mabu, S.
    • Journal Title

      The Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)

      Volume: CD-ROM Pages: 54-57

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Reinforcement Learning System with Neuro-Fuzzy Network and its Applications2014

    • Author(s)
      Kuremoto, T., Obayashi, M., Kobayashi, K., Mabu, S.
    • Journal Title

      The Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)

      Volume: CD-ROM Pages: 63-71

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Voice Instruction Learning System using GSOM with Asymmetric Neighborhood Function2014

    • Author(s)
      Kuremoto, T., Kuzukami, Y., Obayashi, M., Kobayashi, K., Mabu, S.
    • Journal Title

      The Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)

      Volume: CD-ROM Pages: 72-75

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Unsupervised Image Classification Using Multi-Autoencoder and K-means++2018

    • Author(s)
      Mabu S., Kobayashi K., Obayashi M., Kuremoto T.
    • Organizer
      The 2018 International Conference on Artificial Life and Robotics (ICAROB 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Anomaly Dectection of Disaster Areas from Satellite Images Using Convolutional Autoencoder and One-class SVM2018

    • Author(s)
      Fujita K., Mabu S., , Kuremoto T.
    • Organizer
      The 2018 International Conference on Artificial Life and Robotics (ICAROB 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An experimental comparison of deep belief nets with different learning methods2017

    • Author(s)
      Takashi Kuremoto, Shintaro Tokuda, Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP 2017)
    • Place of Presentation
      Guam, USA
    • Year and Date
      2017-02-28
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Leader-Follower Adaptive Formation Control without Observation of Agent’s Velocity Using Wavelet Neural Network2017

    • Author(s)
      Masanao Obayashi, Takeshi Aridome, Takashi Kuremoto, Shingo Mabu
    • Organizer
      2017 9th International Conference on Machine Learning and Computing (ICMLC 2017)
    • Place of Presentation
      シンガポール(シンガポール)
    • Year and Date
      2017-02-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Method of Feature Extraction for EEG Signals Recognition Using ROC Curve2017

    • Author(s)
      Takashi Kuremoto, Yuki Baba, Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      2017 International Conference on Artificial Life and Robotics (ICAROB 2017)
    • Place of Presentation
      シーガイヤコンベンションセンター(宮崎県・宮崎市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Forecasting Real Time Series Data using Deep Belief Net and Reinforcement Learning2017

    • Author(s)
      Takaomi Hirata, Takashi Kuremoto, Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      2017 International Conference on Artificial Life and Robotics (ICAROB 2017)
    • Place of Presentation
      シーガイヤコンベンションセンター(宮崎県・宮崎市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Rule-Based Classification System Enhanced by Multi-Objective Genetic Algorithm2017

    • Author(s)
      Kenzo Azakami, Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Organizer
      2017 International Conference on Artificial Life and Robotics (ICAROB 2017)
    • Place of Presentation
      シーガイヤコンベンションセンター(宮崎県・宮崎市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Sentence Summarizer using Recurrent Neural Network and Attention-Based Encoder2017

    • Author(s)
      Kuremoto T., Tsuruda T., Obayashi M., Mabu S.
    • Organizer
      2017 International Conference on Applied Mathematics, Modeling and Simulation (AMMS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Reinforcement Learning System with Multi-Layered Fuzzy Neural Network2017

    • Author(s)
      Kuremoto T., Matsusaka H., Obayashi M., Mabu S., Kobayashi K.
    • Organizer
      the 5th IIAE International Conference on Intelligent Systems and Image Processing 2017 (ICISIP 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Leader-Follower Adaptive Formation Control without Observation of Agent’s Velocity Using Wavelet Neural Network2017

    • Author(s)
      Obayashi M., Aridome T., Kuremoto T., Mabu S.
    • Organizer
      2017 9th International Conference on Machine Learning and Computing (ICMLC 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An experimental comparison of deep belief nets with different learning methods2017

    • Author(s)
      Kuremoto T., Tokuda S., Obayashi M., Mabu S., Kobayashi K.
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Method of Feature Extraction for EEG Signals Recognition Using ROC Curve2017

    • Author(s)
      Kuremoto T., Baba Y., Obayashi M., Mabu S., Kobayashi K.
    • Organizer
      The 2017 International Conference on Artificial Life and Robotics (ICAROB 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Forecasting Real Time Series Data using Deep Belief Net and Reinforcement Learning2017

    • Author(s)
      Hirata T., Kuremoto T., Obayashi M., Mabu S.
    • Organizer
      The 2017 International Conference on Artificial Life and Robotics (ICAROB 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Rule-Based Classification System Enhanced by Multi-Objective Genetic Algorithm2017

    • Author(s)
      Azakami K., Mabu S., Obayashi M., Kuremoto T.
    • Organizer
      The 2017 International Conference on Artificial Life and Robotics (ICAROB 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Glance at Deep Learning2017

    • Author(s)
      Takashi Kuremoto
    • Organizer
      2017 International Conference on Applied Mathematics, Modeling and Simulation (AMMS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Deep Reinforcement Learning: A Promised Way to AI2017

    • Author(s)
      Takashi Kuremoto
    • Organizer
      The 5th International Conference on Intelligent Systems and Image Processing 2017 (ICISIP 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] マルチチャンネル情報を利用した畳み込みニューラルネットワークによるSAR画像解析2017

    • Author(s)
      中山良彬,間普真吾,呉本 尭
    • Organizer
      第59回システム工学部会研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 半教師ありデータマイニングを用いたアンサンブル学習型識別器の構築2017

    • Author(s)
      樋口拓郎, 間普真吾,大林正直,呉本 尭
    • Organizer
      平成29年度(第68回)電気・情報関連学会中国支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 強化学習を用いたディープビリーフネット及びその応用2017

    • Author(s)
      呉本 尭,平田貴臣,大林正直,間普真吾,小林邦和
    • Organizer
      電気学会システム研究会ST-17-013~017
    • Related Report
      2017 Annual Research Report
  • [Presentation] ROC解析を用いた脳波識別手法の検討2017

    • Author(s)
      呉本尭,馬場勇希,大林正直,間普真吾
    • Organizer
      電気学会システム研究会ST-17-16
    • Related Report
      2017 Annual Research Report
  • [Presentation] Learning Embedding Function for Instance-based Reinforcement Learning with Matching Networks2016

    • Author(s)
      Nathan R. Cannon, Takashi Kuremoto, Yuki Baba, Masanao Obayashi, Shingo Mabu
    • Organizer
      Intern. Conf. Innovative Appli. Research & Education 2016 (ICIARE 2016)
    • Place of Presentation
      チュンブック市(韓国)
    • Year and Date
      2016-12-22
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Deep Belief Network using Reinforcement Learning and its Applications to Time Series Forecasting2016

    • Author(s)
      Takaomi Hirata, Takashi Kuremoto,Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      International Conference on Neural Information Processing, (ICONIP’16),
    • Place of Presentation
      京都大学(京都府・京都市)
    • Year and Date
      2016-10-18
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] RP-AG-SOM: A Growing Self-Organizing Map with Assymetric Neighborhood Function and Variable Radius2016

    • Author(s)
      Takashi Kuremoto, Yuya Kuzukami, Masanao Obayashi, Kunikazu Kobayash, Shingo Mabui
    • Organizer
      SAI Intelligent Systems Conference 2016 (IntelliSys 2016)
    • Place of Presentation
      London, UK
    • Year and Date
      2016-09-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 連続入出力空間における自己組織化型ニューロファジィ強化学習システム2016

    • Author(s)
      呉本 尭,椿 知大,大林正直,間普真吾,小林邦和
    • Organizer
      平成28年電気学会電子・情報・システム部門大会
    • Place of Presentation
      神戸大学(兵庫県・神戸市)
    • Year and Date
      2016-08-31
    • Related Report
      2016 Research-status Report
  • [Presentation] Leader-Follower Formation Control Using Cerebellar Perceptron Improved Model with Auto-Structuring2016

    • Author(s)
      Masanao Obayashi, Takeshi Aridome, Takashi Kuremoto, Shingo Mabu
    • Organizer
      2016 IEEE International Conference on Computational Science and Engineering (2016 CSE)
    • Place of Presentation
      Paris, France
    • Year and Date
      2016-08-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Unsupervised Class Labeling of Diffuse Lung Diseases Using Evolutionary Data Mining and K-means2016

    • Author(s)
      Shingo MABU, Masanao OBAYASHI, Takashi KUREMOTO, NoriakiHASHIMOTO, Yasushi HIRANO, Shoji KIDO
    • Organizer
      35th JAMIT Annual Meeting (JAMIT 2016)
    • Place of Presentation
      千葉大学(千葉県・千葉市)
    • Year and Date
      2016-07-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 多層パーセプトロンを用いたルールベース型識別器のアンサンブル学習2016

    • Author(s)
      中山良彬, 間普真吾,大林正直,呉本 尭
    • Organizer
      平成28年度(第67回)電気・情報関連学会中国支部連合大会
    • Place of Presentation
      広島大学(広島県・東広島市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 半教師ありデータマイニングによる識別器の構築2016

    • Author(s)
      樋口拓郎, 間普真吾,大林正直,呉本 尭
    • Organizer
      平成28年度(第67回)電気・情報関連学会中国支部連合大会
    • Place of Presentation
      広島大学(広島県・東広島市)
    • Related Report
      2016 Research-status Report
  • [Presentation] クラス相関ルールのクラスタリングによる 識別システムの改良とその性能評価2016

    • Author(s)
      呰上建三, 間普真吾,大林正直,呉本 尭
    • Organizer
      平成28年度(第67回)電気・情報関連学会中国支部連合大会
    • Place of Presentation
      広島大学(広島県・東広島市)
    • Related Report
      2016 Research-status Report
  • [Presentation] A Method of Feature Extraction for EEG Signal Recognition2015

    • Author(s)
      Kuremoto T., Baba Y., Obayashi M., Mabu S., Kobayashi, K.
    • Organizer
      3rd International Conference on Innovative Application Research and Education (ICIARE2015)
    • Place of Presentation
      鎮江市,中国
    • Year and Date
      2015-12-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 強化学習を用いたフィードフォーワードニューラルネットワーク及びその応用2015

    • Author(s)
      呉本 尭,大林正直,小林邦和,間普真 吾
    • Organizer
      システム研究会 機械学習研究の最新動向
    • Place of Presentation
      新潟県立看護大学(新潟県上越市)
    • Year and Date
      2015-12-05
    • Related Report
      2015 Research-status Report
  • [Presentation] An Extended Q Learning System with Emotion State to Make Up an Agent with Individuality2015

    • Author(s)
      Obayashi, M., Uto, S., Kuremoto, T., Mabu, S., Kobayashi, K.
    • Organizer
      7th International Joint Conference on Computational Intelligence (IJCCI 2015)
    • Place of Presentation
      リスボン市,ポルトガル
    • Year and Date
      2015-11-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Autonomous Mobile Robot with Functions of Action Learning, Memorizing, Recall and Identifying the Environment Using Gaussian Mixture Model2015

    • Author(s)
      Obayashi, M., Yamane, T., Kuremoto, T., Mabu, S., Kobayashi, K.
    • Organizer
      22th Conference on Neural Informatino Processing (ICONIP2015)
    • Place of Presentation
      イスタンブール市,トルコ
    • Year and Date
      2015-11-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Time Series Forecasting using DBN and ARIMA2015

    • Author(s)
      Hirata T., Kuremoto T., Obayashi M., Mabu S., Kobayashi K.
    • Organizer
      2015 International Conference on Computer Application Technologies (2015 ICCAT)
    • Place of Presentation
      くにびきメッセ(島根県松江市)
    • Year and Date
      2015-08-31
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 深層学習と線形モデルを併用した時系列予測法2015

    • Author(s)
      平田貴臣,呉本 尭,大林正直,間普真吾,小林邦和
    • Organizer
      平成27年電気学会電子・情報・システム部門大会
    • Place of Presentation
      長崎大学(長崎県長崎市)
    • Year and Date
      2015-08-26
    • Related Report
      2015 Research-status Report
  • [Presentation] To Extract the Feature of EEG Signals for Mental Task Recognition2015

    • Author(s)
      Kuremoto T., Baba Y., Obayashi M., Mabu S., Kobayashi K.
    • Organizer
      SICE Annual Conference (CCC-SICE 2015)
    • Place of Presentation
      杭州市,中国
    • Year and Date
      2015-07-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Evotionary Rule Based Clustering for Making Fuzzy Object Oriented Database Models2015

    • Author(s)
      Wirarama Wedashwaran, Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Organizer
      4th International Congress on Advanced Applied Informatics (IIAI-AAI 2015)
    • Place of Presentation
      岡山コンベンションセンター(岡山県岡山市)
    • Year and Date
      2015-07-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neural Networks using Reinforcement Learning and Their Applications to Time Series Forecasting2015

    • Author(s)
      Kuremoto T., Ko K., Obayashi M., Mabu S., Kobayashi, K.
    • Organizer
      3rd International Conference on Automatic Control, Softcomputing, and Human-Machine Interactions (WSEAS/ASME'15)
    • Place of Presentation
      サレルノ市,イタリア
    • Year and Date
      2015-06-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 確率傾斜法 (SGA)を用いたニューロファジィネットワーク型強化学習システム2014

    • Author(s)
      呉本 尭,大林正直,小林邦和,間普真吾
    • Organizer
      電気学会・システム研究会
    • Place of Presentation
      大洗ホテル(茨城県東茨城郡大洗町)
    • Year and Date
      2014-12-07
    • Related Report
      2014 Research-status Report
  • [Presentation] ベラ科魚類の 生態に基づく遺伝的アルゴリズムの改良手法の検討2014

    • Author(s)
      綿田将悟,大林正直,呉本 尭,間普真吾
    • Organizer
      第23回計測自動制御学会中国支部学術講演会
    • Place of Presentation
      福山大学宮地茂記念館(福山市)
    • Year and Date
      2014-11-29
    • Related Report
      2014 Research-status Report
  • [Presentation] 自己組織化 ニューロファジィ強化学習システムによる道環境の探索2014

    • Author(s)
      椿 和大,呉本 尭,大林正直,間普真吾
    • Organizer
      第23回計測自動制御学会中国支部学術講演会
    • Place of Presentation
      福山大学宮地茂記念館(福山市)
    • Year and Date
      2014-11-29
    • Related Report
      2014 Research-status Report
  • [Presentation] 色彩情報を考慮した強化 学習システム2014

    • Author(s)
      宇都駿佑,大林正直,呉本 尭,間普真吾
    • Organizer
      第23回計測自動制御学会中国支部学術講演会
    • Place of Presentation
      福山大学宮地茂記念館(福山市
    • Year and Date
      2014-11-29
    • Related Report
      2014 Research-status Report
  • [Presentation] RBMとMLPを用いたDeep Belief Netによる時系列予測2014

    • Author(s)
      平田貴臣,呉本 尭,大林正直,間普真吾,小林邦和
    • Organizer
      平成26年度(第65回)電気・情報関連学会中国支部連合大会
    • Place of Presentation
      福山大学(広島県福山市東村町字三蔵985-1)
    • Year and Date
      2014-10-25
    • Related Report
      2014 Research-status Report
  • [Presentation] ベラ科魚類の 生態に基づく遺伝的アルゴリズムの改良2014

    • Author(s)
      綿田将悟,大林正直,呉本 尭,間普真吾
    • Organizer
      平成26年電気学会電子・情報・システム部門大会
    • Place of Presentation
      島根大学松江キャンパス(松江市)
    • Year and Date
      2014-09-03 – 2014-09-06
    • Related Report
      2014 Research-status Report
  • [Remarks] T. Kuremoto's Papers

    • URL

      http://www.nn.csse.yamaguchi-u.ac.jp/home/wu/publications/papers.html

    • Related Report
      2017 Annual Research Report
  • [Remarks] Dr. Kuremoto's Web Page

    • URL

      http://www.nn.csse.yamaguchi-u.ac.jp/home/wu/

    • Related Report
      2016 Research-status Report
  • [Remarks] Dr. Kuremoto's Web page

    • URL

      http://www.nn.csse.yamaguchi-u.ac.jp/home/wu/

    • Related Report
      2015 Research-status Report
  • [Remarks] Publications

    • URL

      http://www.nn.csse.yamaguchi-u.ac.jp/home/wu/publications/papers.html

    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2019-03-29  

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