Updated on 2024/04/16
Graduate School of Sustainable System Sciences Division of Sustainable System Sciences
Professor 2022.04 - Now
College of Sustainable System Sciences Department of Psychology
Professor 2022.04 - Now
博士（情報学） （ Others ）
修士（情報学） （ Others ）
Informatics / Soft computing
Humanities & Social Sciences / Cognitive science
Informatics / Kansei informatics / 感性情報学・ソフトコンピューティング
Humanities & Social Sciences / Library and information science, humanistic and social informatics
強化学習
適応アルゴリズム
認知モデル
認知的均衡
社会シミュレータ
感性情報処理
マルチエージェント
データ解析
コミュニケーション支援
コミュニケーション
ケア支援
クラスター分析
認知モデルに基づいた学習アルゴリズム
進化計算・適応アルゴリズム
エージェントシミュレーション
人に優しい人工知能
Japan Society for Fuzzy Theory and Intelligent Informatics
2012.01 - Now
アートミーツケア学会
2007.10 - Now
ヒューマンインタフェース学会
2003.08 - Now
計測自動制御学会
2002.01 - Now
Best Student Paper Award
M. Iguchi, A. Notsu, K. Yasunaga, S. Ubukata, K. Honda
2022.11 iFuzzy 2022 Committee Deep Reinforcement Learning Combined with Approximation of Number of State Experiences
Excellent Paper Award
2020.09 International Symposium on Community-centric Systems 2020
最優秀論文賞
2017.10 ISIS2017 国際会議委員会
優秀論文賞
2016.10 ＦＡＮシンポジウム運営委員会
Best Paper Award
2016.08 Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems
優秀論文賞
2015.09 ＦＡＮシンポジウム運営委員会
Best Session Paper Award
2013.11 14th International Symposium on Advanced Intelligent Systems
日本知能情報ファジィ学会論文賞
2012.09 日本知能情報ファジィ学会
FANプレゼンテーション賞
2011.09 FAN2011委員会
日本知能情報ファジィ学会論文賞
2011.09 日本知能情報ファジィ学会
Best Paper Award
2009.09 the 19th Intelligent System Symposium & the 1st International Workshop on Aware Computing
Best Paper Award
2009.08 10th International Symposium on Advanced Intelligent Systems
Best Paper Award
2008.06 2008 IEEE International Conference on Fuzzy Systems
Osaka Prefecture University
2015 - Now
Addition of Out-of-Population Search in JADE
MIYAHIRA Yuichi, IGUCHI Makishi, NOTSU Akira, HONDA Katsuhiro
Journal of Japan Society for Fuzzy Theory and Intelligent Informatics 35 ( 1 ) 532 - 537 2023.02（ ISSN:13477986 ） （ eISSN:18817203 ）
Switching Non-negative Matrix Factorization with Partial Distance Strategy for Incomplete Data
Okabe Akira, Honda Katsuhiro, Ubukata Seiki, Notsu Akira
Proceedings of the Fuzzy System Symposium 39 ( 0 ) 79 - 82 2023
Development of AI Line Heating System for Automated Manufacturing of Ship Hulls
KATO Takuya, HIROSE Sora, MAEDA Shintaro, IKUSHIMA Kazuki, NOTSU Akira, SHIBAHARA Masakazu
Preprints of the National Meeting of JWS 2023s ( 0 ) 142 - 143 2023
A Study on Robust ANFIS Classifier Based on Noise Fuzzy Clustering
Kitamori Koki, Honda Katsuhiro, Ubukata Seiki, Notsu Akira
Proceedings of the Japan Joint Automatic Control Conference 66 ( 0 ) 633 - 637 2023
Predicting Stock Price Fluctuations Considering the Sunny Effect
Nakaniwa K.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 14376 LNAI 47 - 54 2023（ ISSN:03029743 ） （ ISBN:9783031467806 ）
Handling of Component-Wise Noise in ANFIS Induced by Ellipsoidal Fuzzy Clustering
Honda K.
IEEE International Conference on Fuzzy Systems 2023（ ISSN:10987584 ） （ ISBN:9798350332285 ）
A Federated Learning Model of Fuzzy c-Lines for Horizontally Distributed Database
Honda Katsuhiro, Amejima Ryosuke, Ubukata Seiki, Notsu Akira
Proceedings of the Fuzzy System Symposium 39 ( 0 ) 385 - 387 2023
FCM-Induced Switching Fuzzy Factorization Machine for Collaborative Filtering
Daido R.
IEEE International Conference on Fuzzy Systems 2023（ ISSN:10987584 ） （ ISBN:9798350332285 ）
Addition of Out-of-population Search Based on the Rate of Solution Updates in JADE Reviewed
Y. Miyahira, A. Notsu, K. Honda
Proc. of 2022 International Conference on Fuzzy Theory and Its Applications #0077 2022.11
Deep Reinforcement Learning Combined with Approximation of Number of State Experiences Reviewed
M. Iguchi, A. Notsu, K. Yasunaga, S. Ubukata, K. Honda
Proc. of 2022 International Conference on Fuzzy Theory and Its Applications #0012 2022.11
A Noise Clustering-induced Robust Adaptive Network-based Fuzzy Inference System for Classification
Honda K.
Proceedings of the International Joint Conference on Neural Networks 2022-July 2022（ ISBN:9781728186719 ）
Handling of Missing Values in Fuzzy c-Lines for Vertically Distributed Database
Kunisawa Kohei, Honda Katsuhiro, Ubukata Seiki, Notsu Akira
Proceedings of the Fuzzy System Symposium 38 ( 0 ) 571 - 575 2022
Development of Surrogate Model for Fast Prediction of Residual Stress and Its Application
KATO Takuya, HIROSE Sora, TANGO Yoshihiko, KOMADA Shuji, YAMAUCHI Yuki, NOZU Ryo, IKUSHIMA Kazuki, SHIBAHARA Masakazu
Preprints of the National Meeting of JWS 2022f ( 0 ) 226 - 227 2022
Robust Switching Non-negative Matrix Factorization Based on Noise Fuzzy Clustering
Furukawa Tomoaki, Honda Katsuhiro, Ubukata Seiki, Notsu Akira
Proceedings of the Fuzzy System Symposium 38 ( 0 ) 685 - 688 2022
A Consideration on k-Means-type Switching Factorization Machine
Honda Katsuhiro, Daido Rikuto, Ubukata Seiki, Notsu Akira
Proceedings of the Japan Joint Automatic Control Conference 65 ( 0 ) 1494 - 1496 2022
Addition of out-of-population search based on the rate of solution updates in JADE
Miyahira Yuichi, Notsu Akira, Honda Katsuhiro
Proceedings of the Fuzzy System Symposium 38 ( 0 ) 276 - 280 2022
Handling of Missing Values in FCM Clustering-based ANFIS with Partial Distance Strategy
Honda K.
2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems, SCIS and ISIS 2022 2022（ ISBN:9781665499248 ）
Fuzzy c-Lines for Vertically Distributed Database with Missing Values
Kunisawa K.
2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems, SCIS and ISIS 2022 2022（ ISBN:9781665499248 ）
Robust Fuzzy Factorization Machine with Noise Clustering-based Membership Function Estimation Reviewed
K. Honda, K. Hoshii, S. Ubukata, A. Notsu
Soft Computing Letters 雑誌 3 ( 100024 ) 2021.12
Three-mode Fuzzy Co-clustering Based on Probabilistic Concept and Comparison with FCM-type algorithms Reviewed
K. Honda, I. Hayashi, S. Ubukata, A. Notsu
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 25 ( 4 ) 478 - 488 2021.07
ノイズファジィクラスタリング機構に基づくロバスト非負値行列分解と環境観測値分析への応用 Reviewed
本多 克宏，上野 雅哲，生方 誠希，野津 亮
日本知能情報ファジィ学会誌 雑誌 33 ( 2 ) 593 - 599 2021.05
プライバシー保護を考慮した分散データベースの線形ファジィクラスタリング Reviewed
本多 克宏，國澤 昂平，生方 誠希，野津 亮
日本知能情報ファジィ学会誌 雑誌 33 ( 2 ) 600 - 607 2021.05
Objective function-based rough membership C-means clustering Reviewed
S. Ubukata, A. Notsu, K. Honda
Information Sciences 雑誌 Elsevier 548 479 - 496 2021.02
Online state space generation by a growing self-organizing map and differential learning for reinforcement learning Reviewed
A. Notsu, K. Yasuda, S. Ubukata, K. Honda
Applied Soft Computing 雑誌 Elsevier 97 ( 106723 ) 1 - 9 2020.12
Noise Rejection Approaches for Various Rough Set-Based C-Means Clustering Reviewed
S. Ubukata, S. Sekiya, A. Notsu, K. Honda
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 Fuji Technology Press 24 ( 6 ) 738 - 749 2020.11
Designation of Candidate Solutions in Differential Evolution Based on Bandit Algorithm and its Evaluation Reviewed
M. Sakakibara, A. Notsu, S. Ubukata, K. Honda
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 23 ( 4 ) 758 - 766 2019.07
Rough Set-Based Clustering Utilizing Probabilistic Memberships Reviewed
S. Ubukata, H. Kato, A. Notsu, K. Honda
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 22 ( 6 ) 956 - 964 2018.09
MMMs-Induced Possibilistic Fuzzy Co-Clustering and its Characteristics Reviewed
S. Ubukata, K. Koike, A. Notsu, K. Honda
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 22 ( 5 ) 747 - 758 2018.09
Visual Co-cluster Assessment with Intuitive Cluster Validation through Cooccurrence-Sensitive Ordering Reviewed
K. Honda, T. Sako, S. Ubukata, A. Notsu
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 22 ( 5 ) 585 - 592 2018.09
Characteristics of Rough Set C-Means Clustering Reviewed
S. Ubukata, K. Umado, A. Notsu, K. Honda
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 22 ( 4 ) 551 - 564 2018.07
Spectral Ordering に基づく共クラスタ構造の視覚化とその特徴 Reviewed
佐古拓也, 本多克宏, 生方誠希, 野津 亮
システム制御情報学会論文誌 雑誌 31 ( 5 ) 177 - 183 2018.05
Deterministic Annealing Process for pLSA-induced Fuzzy Co-clustering and Cluster Splitting Characteristics Reviewed
T. Goshima, K. Honda, S. Ubukata, A. Notsu
International Journal of Approximate Reasoning 雑誌 95 185 - 193 2018.04
FCM-type Fuzzy Coclustering for Three-mode Cooccurrence Data: 3FCCM and 3Fuzzy CoDoK Reviewed
K. Honda, Y. Suzuki, S. Ubukata, A. Notsu
Advances in Fuzzy Systems 雑誌 9842127 1 - 8 2017.12
Noise Rejection in MMMs-induced Fuzzy Co-clustering Reviewed
K. Honda, N. Yamamoto, S. Ubukata, A. Notsu
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 21 ( 7 ) 1144 - 1151 2017.11
General Formulation of Rough C-Means Clustering Reviewed
S. Ubukata, A. Notsu, K. Honda
International Journal of Computer Science and Network Security 雑誌 17 ( 9 ) 29 - 38 2017.09
プロスペクト理論を応用したベータ分布伝搬型強化学習による効率的探索と活用 Reviewed
野津 亮, 生方誠希, 本多克宏
日本知能情報ファジィ学会誌 雑誌 29 ( 1 ) 507 - 516 2017.02
Two Phase Implementation of MMMs-induced Fuzzy Co-clustering with Partially Exclusive Item Assignment Reviewed
T. Nakano, K. Honda, S. Ubukata, A. Notsu
International Journal of Computer Science and Network Security 雑誌 17 ( 1 ) 67 - 72 2017.01
Visualization of Learning Process in "State and Action" Space Using Self-Organizing Maps Reviewed
A. Notsu, Y. Hattori, S. Ubukata, K. Honda
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 20 ( 6 ) 983 - 991 2016.11
Fuzzy Clustering-based k-anonymization of Eigen-face Features for Crowd Movement Analysis with Privacy Consideration Reviewed
K. Honda, M. Omori, S. Ubukata, A. Notsu
International Journal of Innovative Computing, Information and Control 雑誌 12 ( 4 ) 1375 - 1384 2016.08
A Semi-supervised Framework for MMMs-induced Fuzzy Co-clustering with Virtual Samples Reviewed
D. Tanaka, K. Honda, S. Ubukata, A. Notsu
Advances in Fuzzy Systems 雑誌 2016 ( 5206048 ) 1 - 8 2016.06
ファジィk-memberクラスタリングによる顔画像匿名化を伴うプライバシー保護群集行動分析 Reviewed
本多克宏, 大森正博, 生方誠希, 野津亮
システム制御情報学会論文誌 雑誌 29 ( 3 ) 130 - 135 2016.03
バンディットアルゴリズムに基づいた汎用最適化手法の開発 Reviewed
野津亮, 河上寛和, 本多克宏, 生方誠希
日本知能情報ファジィ学会誌 雑誌 28 ( 1 ) 522 - 534 2016.02
Consideration of Site-wise Confidence in Fuzzy Co-clustering of Vertically Distributed Cooccurrence Data Reviewed
T. Oda, K. Honda, S. Ubukata, A. Notsu
International Journal of Computer Science and Network Security 雑誌 16 ( 2 ) 15 - 21 2016.02
Deterministic Annealing Framework in MMMs-Induced Fuzzy Co-Clustering and Its Applicability Reviewed
S. Oshio, K. Honda, S. Ubukata, A. Notsu
International Journal of Computer Science and Network Security 雑誌 16 ( 1 ) 43 - 60 2016.01
Partially Exclusive Item Partition in MMMs-induced Fuzzy Co-clustering and Its Effects in Collaborative Filtering Reviewed
K. Honda, T. Nakano, C.-H. Oh, S. Ubukata, A. Notsu
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 19 ( 6 ) 810 - 817 2015.11
Fuzzy Co-clustering Induced by Multinomial Mixture Models Reviewed
K. Honda, S. Oshio, A. Notsu
Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌 19 ( 6 ) 717 - 726 2015.11
Lecture Notes in Computer Science
Akira Notsu, Osamu Katai, Hiroshi Kawakami（ Role： Joint author）
2001.04
Fuzzy Bag-of-Words Based Evaluation Data Imputation for Collaborative Filtering International conference
K. Honda, T. Youkawa, S. Ubukata, A. Notsu
The 5th International Conference on Ambient Intelligence and Ergonomics in Asia 2021.03
ファジィ共クラスタリングにおけるファジィ・可能性分割の導入 Domestic conference
本多 克宏，林 昂佑，生方 誠希，野津 亮
第63回自動制御連合講演会 2020.11
ノイズクラスタリングの概念に基づくファジィ推論のロバスト化 Domestic conference
本多 克宏，百武 慧，生方 誠希，野津 亮
第63回自動制御連合講演会 2020.11
Randomness Selection in Differential Evolution Using Thompson Sampling International conference
A. Notsu, J. Tsubamoto, Y. Miyahira, S. Ubukata, K. Honda
Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems 2020.11
Basic Consideration of Collaborative Filtering Based on Rough C-Means Clustering International conference
S. Ubukata, S. Takahashi, A. Notsu, K. Honda
Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems 2020.11
Basic Consideration of Rough C-Medoids Clustering with Minkowski Distance International conference
S. Ubukata, A. Sugimoto, A. Notsu, K. Honda
Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems 2020.11
Basic Consideration of Co-Clustering Based on Rough Set Theory International conference
S. Ubukata, N. Nodake, A. Notsu, K. Honda
8th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making 2020.11
Advanced Study on Flexible Recommendation Systems Based on Clustering Considering Uncertainty
Grant-in-Aid for Scientific Research(C) 2026
Advanced Study on Flexible Recommendation Systems Based on Clustering Considering Uncertainty
Grant-in-Aid for Scientific Research(C) 2025
強化学習における政策・時空間・ハイパーパラメータの分節化と最適化，その統合
Grant-in-Aid for Scientific Research(C) 2025
Advanced Study on Flexible Recommendation Systems Based on Clustering Considering Uncertainty
Grant-in-Aid for Scientific Research(C) 2024
強化学習における政策・時空間・ハイパーパラメータの分節化と最適化，その統合
Grant-in-Aid for Scientific Research(C) 2024
協調的なファジィクラスタリングと説明可能AIに関する研究
Grant-in-Aid for Scientific Research(C) 2024
未来デザイン計画演習
2024 Intensive lecture Undergraduate
心理演習1
2024 Weekly class Undergraduate
心理学特殊実験1
2024 Intensive lecture Undergraduate
心理学特殊実験1
2024 Weekly class Undergraduate
認知情報処理
2024 Weekly class Undergraduate
人間情報システム特論
2024 Weekly class Graduate school
認知行動科学特別研究1
2024 Intensive lecture Graduate school
現代システム科学特別演習1
2024 Intensive lecture Graduate school
心理学特別演習1
2024 Intensive lecture Graduate school
心理学特別研究1
2024 Intensive lecture Graduate school
人間環境科学演習II（心理演習）
2024 Weekly class Undergraduate
認知科学演習I
2024 Intensive lecture Undergraduate
未来デザインPBL演習
2024 Intensive lecture Undergraduate
未来デザインインターンシップ
2024 Intensive lecture Undergraduate
PBL演習（生活環境と情報）
2024 Intensive lecture Undergraduate
心理演習2
2024 Weekly class Undergraduate
心理学特殊実験2
2024 Intensive lecture Undergraduate
心理学特殊実験2
2024 Weekly class Undergraduate
心理学実験
2024 Weekly class Undergraduate
認知科学2（学習・言語心理学）
2024 Weekly class Undergraduate
現代システム科学特別演習2
2024 Intensive lecture Graduate school
認知行動科学特別研究2
2024 Intensive lecture Graduate school
心理学特別演習2
2024 Intensive lecture Graduate school
心理学特別研究2
2024 Intensive lecture Graduate school
環境システム学卒業研究
2024 Intensive lecture Undergraduate
環境システム学卒業研究
2024 Intensive lecture Undergraduate
人間情報システム特論
2023 Weekly class Graduate school
未来デザイン計画演習
2023 Intensive lecture Undergraduate
人間環境科学演習II（心理演習）
2023 Weekly class Undergraduate
認知情報処理
2023 Weekly class Undergraduate
環境システム学卒業研究
2023 Intensive lecture Undergraduate
環境システム学演習III
2023 Weekly class Undergraduate
初年次ゼミナール
2023 Weekly class Undergraduate
未来デザインインターンシップ
2023 Intensive lecture Undergraduate
心理学実験
2023 Weekly class Undergraduate
認知科学2（学習・言語心理学）
2023 Weekly class Undergraduate
環境システム学演習IV
2023 Weekly class Undergraduate
認知科学II（学習・言語心理学）
2022 Weekly class Undergraduate
環境システム学演習I
2022 Weekly class Undergraduate
認知科学演習I
2022 Intensive lecture Undergraduate
環境システム学演習III
2022 Weekly class Undergraduate
初年次ゼミナール
2022 Weekly class Undergraduate
心理学特別研究1
2022 Intensive lecture Graduate school
心理学特別演習1
2022 Intensive lecture Graduate school
認知行動科学特別研究1
2022 Intensive lecture Graduate school
人間情報システム特論
2022 Weekly class Graduate school
現代システム科学特別演習1
2022 Intensive lecture Graduate school
人間環境科学演習II（心理演習）
2022 Weekly class Undergraduate
現代システム科学特別演習2
2022 Intensive lecture Graduate school
認知行動科学特別研究2
2022 Intensive lecture Graduate school
未来デザインインターンシップ
2022 Intensive lecture Undergraduate
環境システム学特別研究VII
2022 Intensive lecture Graduate school
環境システム学特別研究VI
2022 Intensive lecture Graduate school
環境システム学特別研究VIII
2022 Intensive lecture Graduate school
心理学特別演習2
2022 Intensive lecture Graduate school
心理学特別研究2
2022 Intensive lecture Graduate school
環境システム学卒業研究
2022 Intensive lecture Undergraduate
環境システム学演習IV
2022 Weekly class Undergraduate
認知情報処理
2022 Weekly class Undergraduate
Special Seminar in Psychology and Social Environment B
2021
Special Seminar in Psychology and Social Environment A
2021
Special Research on Environmental System Sciences II
2021
Special Research on Environmental System Sciences I
2021
Seminar in Cognitive Science I
2021
Intelligent System Design
2021
Cognitive Information Processing II
2021
Graduation Research in Environmental System Sciences
2021
Special Topics in Human Information System
2021
Introduction to Programming
2021
Seminar in Human Environmental Science II
2021
Seminar in Environmental System Sciences I
2021
Cognitive Science II
2021
Seminar in Environmental System Sciences IV
2021
Seminar in Environmental System Sciences III
2021
Cognitive Information Processing
2021
人間のように考えるロボットって？
Category：Modern system science (knowledge information system, environmental system, educational welfare, psychology), Engineering (machinery, electronics / physics, electrical / electronics, electrical information, chemical biotechnology, architecture, cities (civil engineering / environment), material chemistry, aerospace, marine systems, applied chemistry, chemistry, materials)