Updated on 2024/03/27

写真a

 
Honda Katsuhiro
 
Organization
Graduate School of Informatics Department of Core Informatics Professor
School of Engineering Department of Information Science
Title
Professor
Affiliation
Institute of Informatics
Affiliation campus
Nakamozu Campus

Position

  • Graduate School of Informatics Department of Core Informatics 

    Professor  2022.04 - Now

  • School of Engineering Department of Information Science 

    Professor  2022.04 - Now

Degree

  • 博士(工学) ( Others )

  • 修士(工学) ( Others )

Research Areas

  • Informatics / Soft computing

  • Informatics / Kansei informatics  / 感性情報学・ソフトコンピューティング

Research Interests

  • Fuzzy Clustering

  • Fuzzy Data Analysis

Research subject summary

  • k匿名化によるプライバシー保護データ解析

  • クラスタリングに基づく協調フィルタリング

  • 大規模データベースからの知識発見

  • データ解析を目的としたクラスタリング法

Research Career

  • Intelligent Data Analysis

    Fuzzy clustering, Multi-variate data analysis, Soft computing, Sensitivity Informatics 

Professional Memberships

  • システム制御情報学会

    2001.04 - Now

  • IEEE

    2000.04 - Now

  • 日本知能情報ファジィ学会

    1999.04 - Now

  • 日本経営工学会

    1997.04 - Now

Awards

  • Best Paper Award 2022

    K. Honda, I. Hayashi, S. Ubukata, A. Notsu

    2022.09   Journal of Advanced Computational Intelligence and Intelligent Informatics   Three-Mode Fuzzy Co-Clustering Based on Probabilistic Concept and Comparison with FCM-Type Algorithms

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    Country:Japan

  • 2021 SICE Annual Conference International Award

    2021.09   Society of Instrument and Control Engineers  

  • Excellent Paper Award

    2020.09   International Symposium on Community-centric Systems 2020  

  • Best Paper Award

    2016.08   Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems  

  • 貢献賞

    2013.09   日本知能情報ファジィ学会  

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    Country:Japan

  • 論文賞

    2012.09   日本知能情報ファジィ学会  

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    Country:Japan

  • 論文賞

    2011.09   日本知能情報ファジィ学会  

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    Country:Japan

  • 著述賞

    2010.09   日本知能情報ファジィ学会  

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    Country:Japan

  • 奨励賞

    2005.09   日本知能情報ファジィ学会  

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    Country:Japan

  • 論文賞

    2002.08   日本ファジィ学会  

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    Country:Japan

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Papers

  • Robust ANFIS Classifier Based on Noise Fuzzy Clustering with Softmax Normalization Reviewed

    K. Kitamori, K. Honda, S. Ubukata, A. Notsu

    24th International Symposium on Advanced Intelligent Systems   395 - 400   2023.12

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    Authorship:Corresponding author   Publishing type:Research paper (international conference proceedings)   Kind of work:Joint Work  

  • Collaborative Filtering Based on Rough Set C-Means Clustering with Noise Rejection Mechanism Reviewed

    S. Ubukata, R. Hayashi, K. Honda

    24th International Symposium on Advanced Intelligent Systems   117 - 122   2023.12

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    Authorship:Last author   Publishing type:Research paper (international conference proceedings)   Kind of work:Joint Work  

  • A Comparative Study on Effects of Some Exclusive Conditions in Fuzzy Co-Clustering for Collaborative Filtering Reviewed

    14   14589 - 14594   2023.11

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    Authorship:Lead author, Corresponding author   Kind of work:Joint Work   International / domestic magazine:International journal  

    DOI: 10.1007/s12652-018-0789-0

  • A Federated Learning Model for Linear Fuzzy Clustering with Least Square Criterion Reviewed

    K. Honda, R. Amejima

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   14376 LNAI   15 - 24   2023.11( ISSN:03029743 ( ISBN:9783031467806

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    Authorship:Lead author, Corresponding author   Publishing type:Research paper (international conference proceedings)   Kind of work:Joint Work  

    DOI: 10.1007/978-3-031-46781-3_2

  • Handling of Component-Wise Noise in ANFIS Induced by Ellipsoidal Fuzzy Clustering Reviewed

    K. Honda, R. Kurahashi, S. Ubukata, A. Notsu

    IEEE International Conference on Fuzzy Systems   ( 157 )   1 - 6   2023.08( ISSN:10987584 ( ISBN:9798350332285

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    Authorship:Lead author, Corresponding author   Publishing type:Research paper (international conference proceedings)   Kind of work:Joint Work  

    DOI: 10.1109/FUZZ52849.2023.10309685

  • FCM-Induced Switching Fuzzy Factorization Machine for Collaborative Filtering Reviewed

    R. Daido, K. Honda, S. Ubukata, A. Notsu

    IEEE International Conference on Fuzzy Systems   ( 158 )   1 - 6   2023.08( ISSN:10987584 ( ISBN:9798350332285

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    Authorship:Corresponding author   Publishing type:Research paper (international conference proceedings)   Kind of work:Joint Work  

    DOI: 10.1109/FUZZ52849.2023.10309695

  • Addition of Out-of-Population Search in JADE Reviewed

    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

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    Publishing type:Research paper (scientific journal)  

    <p>JADE is an optimization algorithm that uses probability distributions to adaptively select parameters. However, it does not take into account the search for regions outside the solution population, so it can be improved by adding an efficient out-of-population search such as the Nelder-Mead method. In this study, a simple method with a small number of parameters to add out-of-population search was considered while keeping the search speed as high as possible, and its effectiveness was confirmed through numerical experiments.</p>

    DOI: 10.3156/jsoft.35.1_532

  • 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

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  • Basic Consideration of Adaptive Mini-Batch Rough C-Means Clustering and Its Application to Collaborative Filtering

    Kawakami Tomohiro, Ubukata Seiki, Honda Katsuhiro

    Proceedings of the Japan Joint Automatic Control Conference   66 ( 0 )   651 - 657   2023

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  • Handling of Missing Values in FCM Clustering-based ANFIS with Partial Distance Strategy Reviewed

    K. Honda, S. Hyakutake, S. Ubukata, A. Notsu

    Proc. of Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems   #T-1-A-2   1 - 6   2022.11( ISBN:9781665499248

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    Authorship:Lead author, Corresponding author   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1109/SCISISIS55246.2022.10001984

  • Fuzzy c-Lines for Vertically Distributed Database with Missing Values Reviewed

    K. Kunisawa, K. Honda, S. Ubukata, A. Notsu

    Proc. of Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems   #T-1-A-3   1 - 6   2022.11( ISBN:9781665499248

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    Authorship:Corresponding author   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1109/SCISISIS55246.2022.10002099

  • Basic Consideration of Collaborative Filtering Based on Rough Co-clustering Induced by Multinomial Mixture Models Reviewed

    S. Ubukata, K. Mouri, K. Honda

    Proc. of Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems   #F-2-C-1   1 - 6   2022.11( ISBN:9781665499248

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    Authorship:Last author   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1109/SCISISIS55246.2022.10001887

  • Adaptive Online Rough C-Means Clustering and Its Application to Collaborative Filtering Reviewed

    S. Ubukata, T. Kawakami, K. Honda

    Proc. of 2022 IEEE Symposium Series on Computational Intelligence   368 - 373   2022.11( ISBN:9781665487689

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    Authorship:Last author   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1109/SSCI51031.2022.10022091

  • A Noise Clustering-induced Robust Adaptive Network-based Fuzzy Inference System for Classification Reviewed

    K. Honda, K. Kitamori, S. Ubukata, A. Notsu

    Proc. of 2022 International Joint Conference on Neural Networks   #958   1 - 7   2022.07( ISBN:9781728186719

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    Authorship:Lead author, Corresponding author   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1109/IJCNN55064.2022.9892766

  • Noise Fuzzy Clustering-Based Robust Non-negative Matrix Factorization with I-divergence Criterion

    Akira Okabe, Katsuhiro Honda, Seiki Ubukata

    Lecture Notes in Computer Science   256 - 266   2022.03( ISSN:0302-9743 ( ISBN:9783030980177

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    Publishing type:Part of collection (book)  

    DOI: 10.1007/978-3-030-98018-4_21

  • A Comparative Study on Utilization of Semantic Information in Fuzzy Co-clustering

    Yusuke Takahata, Katsuhiro Honda, Seiki Ubukata

    Lecture Notes in Computer Science   216 - 225   2022.03( ISSN:0302-9743 ( ISBN:9783030980177

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    Publishing type:Part of collection (book)  

    DOI: 10.1007/978-3-030-98018-4_18

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • Linear Fuzzy Clustering of Distributed Databases Considering Privacy Preservation

    Katsuhiro HONDA, Kohei KUNISAWA, Seiki UBUKATA, Akira NOTSU

    Journal of Japan Society for Fuzzy Theory and Intelligent Informatics   33 ( 2 )   600 - 607   2021.05( ISSN:1347-7986

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    Publishing type:Research paper (scientific journal)  

    DOI: 10.3156/jsoft.33.2_600

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • Objective function-based rough membership C-means clustering Reviewed

    S. Ubukata, A. Notsu, K. Honda

    Information Sciences 雑誌   548   479 - 496   2021.02

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    Kind of work:Joint Work  

  • 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 Journal 雑誌   97 ( 2 )   2020.12

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    Kind of work:Joint Work  

  • Noise Rejection Approaches for Various Rough Set-Based C-Means Clustering

    Seiki Ubukata, Sho Sekiya, Akira Notsu, Katsuhiro Honda

    Journal of Advanced Computational Intelligence and Intelligent Informatics   24 ( 6 )   738 - 749   2020.11( ISSN:1343-0130

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    Publishing type:Research paper (scientific journal)  

    In the field of cluster analysis, rough set-based extensions of hard <italic>C</italic>-means (HCM; <italic>k</italic>-means) including rough <italic>C</italic>-means (RCM), rough set <italic>C</italic>-means (RSCM), and rough membership <italic>C</italic>-means (RMCM) are promising approaches for dealing with the certainty, possibility, uncertainty of belonging of object to clusters. Since <italic>C</italic>-means-type methods are strongly affected by noise, noise clustering approaches have been proposed. In noise clustering approaches, noise objects, which are far from any cluster center, are rejected for robust estimation. In this paper, we introduce noise rejection approaches for rough set-based <italic>C</italic>-means based on probabilistic memberships and propose noise RCM with membership normalization (NRCM-MN), noise RSCM with membership normalization (NRSCM-MN), and noise RMCM (NRMCM). In addition, visualization demonstration of the cluster boundaries on the two-dimensional plane of the proposed methods is carried out to confirm the characteristics of each method. Furthermore, the clustering performance is verified by numerical experiments using real-world datasets.

    DOI: 10.20965/jaciii.2020.p0738

  • 混合多項分布型ファジィ共クラスタリングにおけるクラスター数の自動設定法 Reviewed

    生方誠希,柳澤和輝,野津亮,本多克宏

    日本知能情報ファジィ学会誌 雑誌   32 ( 2 )   678 - 685   2020.02

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    Kind of work:Joint Work  

  • Visualization of Potential Technical Solutions by SOM and Co-clustering and Its Extension to Multi-view Situation Reviewed

    Y. Nishida, K. Honda

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   24 ( 1 )   65 - 72   2020.01

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    Kind of work:Joint Work  

  • A Heuristic-based Model for MMMs-induced Fuzzy Co-clustering with Dual Exclusive Partition Reviewed

    K. Honda, Y. Hakui, S. Ubukata, A. Notsu

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   24 ( 1 )   40 - 47   2020.01

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • 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

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    Kind of work:Joint Work  

  • A Collaborative Framework for Privacy Preserving Fuzzy Co-clustering of Vertically Distributed Cooccurrence Matrices Reviewed

    K. Honda, T. Oda, D. Tanaka, A. Notsu

    Advances in Fuzzy Systems 雑誌   2015 ( 729072 )   1 - 8   2015.03

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    Kind of work:Joint Work  

  • Alternative c-Means基準を用いたロバストな局所的主成分分析による多次元データの2次元視覚化 Reviewed

    中尾索也, 本多克宏, 野津 亮

    日本知能情報ファジィ学会誌 雑誌   26 ( 3 )   718 - 727   2014.06

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    Kind of work:Joint Work  

  • Performance Comparison of Collaborative Filtering with k-Anonymized Data by Fuzzy k-Member Clustering Reviewed

    A. Kawano, K. Honda, A. Notsu, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   18 ( 2 )   239 - 245   2014.03

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    Kind of work:Joint Work  

  • 向きに依存した不確実性を考慮したスイッチング回帰モデルと太陽光発電データの分析への応用 Reviewed

    岩田俊介, 本多克宏, 野津 亮

    システム制御情報学会論文誌 雑誌   27 ( 2 )   29 - 35   2014.01

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    Kind of work:Joint Work  

  • A Greedy Algorithm for k-Member Co-clustering and Its Applicability to Collaborative Filtering Reviewed

    K. Honda, A. Kawano, H. Kasugai, A. Notsu

    Procedia Computer Science 雑誌   22   477 - 484   2013.09

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    Kind of work:Joint Work  

  • Visualization of Non-Euclidean Relational Data by Robust Linear Fuzzy Clustering Based on FCMdd Framework Reviewed

    K. Honda, T. Yamamoto, A. Notsu, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   17 ( 2 )   312 - 317   2013.03

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    Kind of work:Joint Work  

  • FCMdd型線形ファジィクラスタリングによる非ユークリッド関係性データからの局所的マップ構築 Reviewed

    山本剛史, 本多克宏, 野津 亮, 市橋秀友

    日本知能情報ファジィ学会誌 雑誌   24 ( 3 )   821 - 825   2012.06

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    Kind of work:Joint Work  

  • A Comparative Study on TIBA Imputation Methods in FCMdd-Based Linear Clustering with Relational Data Reviewed

    T. Yamamoto, K. Honda, A. Notsu, H. Ichihashi

    Advances in Fuzzy Systems 雑誌   2011 ( 265170 )   1 - 10   2011.10

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    Kind of work:Joint Work  

  • Non-Euclidean Extension of FCMdd-based Linear Clustering for Relational Data Reviewed

    T. Yamamoto, K. Honda, A. Notsu, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   15 ( 8 )   1050 - 1056   2011.10

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    Kind of work:Joint Work  

  • VariableWeighting in PCA-Guided k-Means and Its Connection with Information Summarization Reviewed

    K. Honda, A. Notsu, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   15 ( 1 )   83 - 89   2011.01

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    Kind of work:Joint Work  

  • 逐次的クラスタ抽出に基づく協調フィルタリングの改良型アルゴリズム Reviewed

    本多克宏, 野津 亮, 市橋秀友

    システム制御情報学会論文誌 雑誌   23 ( 12 )   288 - 290   2010.12

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    Kind of work:Joint Work  

  • Fuzzy PCA-guided Robust k-Means Clustering Reviewed

    K. Honda, A. Notsu, H. Ichihashi

    IEEE Transactions on Fuzzy Systems   18 ( 1 )   67 - 79   2010.02

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    Kind of work:Joint Work  

  • 逐次的なユーザ・アイテムクラスタ抽出に基づく協調フィルタリング Reviewed

    本多克宏, 野津 亮, 市橋秀友

    システム制御情報学会論文誌   22 ( 10 )   364 - 370   2009.10

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    Kind of work:Joint Work  

  • Fuzzy c-Medoids法の応用による線形クラスタリングと関係データからの部分空間学習 Reviewed

    垪和直樹, 本多克宏, 市橋秀友, 野津 亮

    日本知能情報ファジィ学会誌 雑誌   21 ( 1 )   151 - 159   2009.02

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    Kind of work:Joint Work  

  • 最適尺度法に基づく尺度混在データのためのFCM型スイッチング回帰モデル Reviewed

    本多克宏, 市橋秀友, 野津 亮

    システム制御情報学会論文誌 雑誌   21 ( 8 )   269 - 275   2008.08

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    Kind of work:Joint Work  

  • 段階的可能性アプローチを用いた局所的な数量化分析法によるアンケートデータの分析 Reviewed

    呉 志賢, 本多克宏, 市橋秀友, 牧瀬太一

    日本知能情報ファジィ学会誌 雑誌   20 ( 2 )   255 - 264   2008.04

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    Kind of work:Joint Work  

  • Linear Fuzzy Clustering With Selection of Variables Using Graded Possibilistic Approach Reviewed

    K. Honda, H. Ichihashi, F. Masulli, S. Rovetta

    IEEE Transactions on Fuzzy Systems 雑誌   15 ( 5 )   878 - 889   2007.10

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    Kind of work:Joint Work  

  • 逐次学習を伴う線形ファジィクラスタリングによる適応的な協調フィルタリング Reviewed

    本多克宏, 市橋秀友, 野津 亮

    システム制御情報学会論文誌 雑誌   20 ( 7 )   283 - 291   2007.07

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    Kind of work:Joint Work  

  • 線形ファジィクラスタリングに基づく混合データベースの局所的な主成分分析 Reviewed

    上杉 亮, 本多克宏, 市橋秀友, 野津 亮

    日本知能情報ファジィ学会誌 雑誌   19 ( 3 )   287 - 298   2007.06

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    Kind of work:Joint Work  

  • FCM-type Fuzzy Clustering of Mixed Databases Considering Nominal Variable Quantification Reviewed

    K. Honda, R. Uesugi, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   11 ( 2 )   162 - 167   2007.02

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    Kind of work:Joint Work  

  • A Regularization Approach to Fuzzy Clustering with Nonlinear Membership Weights Reviewed

    K. Honda, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   11 ( 1 )   28 - 34   2007.01

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    Kind of work:Joint Work  

  • Quantification of Multivariate Categorical Data Considering Typicality of Item Reviewed

    C.-H. Oh, K. Honda and H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   11 ( 1 )   35 - 39   2007.01

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    Kind of work:Joint Work  

  • 外的基準の説明を目的とした独立成分分析 Reviewed

    本多克宏, 前中達矢, 市橋秀友

    システム制御情報学会論文誌 雑誌   19 ( 9 )   358 - 364   2006.09

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    Kind of work:Joint Work  

  • Fuzzy Local Independent Component Analysis with External Criteria and Its Application to Knowledge Discovery in Databases Reviewed

    K. Honda, H. Ichihashi

    International Journal of Approximate Reasoning 雑誌   42 ( 3 )   159 - 173   2006.08

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    Kind of work:Joint Work  

  • 混合データベースのFCMクラスタリング Reviewed

    本多克宏, 上杉 亮, 市橋秀友

    日本知能情報ファジィ学会誌 雑誌   18 ( 4 )   598 - 608   2006.08

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    Kind of work:Joint Work  

  • ファジィクラスタリングを用いた主成分分析における変量選択とデータマイニングへの応用 Reviewed

    本多克宏, 市橋秀友

    システム制御情報学会論文誌 雑誌   18 ( 9 )   322 - 330   2005.09

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    Kind of work:Joint Work  

  • Regularized Linear Fuzzy Clustering and Probabilistic PCA Mixture Models Reviewed

    K. Honda, H. Ichihashi

    IEEE Transactions on Fuzzy Systems 雑誌   13 ( 4 )   508 - 516   2005.08

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    Kind of work:Joint Work  

  • 外的基準がある場合の独立成分分析と局所的モデリングへの拡張 Reviewed

    本多克宏, 下村直也, 市橋秀友

    システム制御情報学会論文誌 雑誌   17 ( 10 )   459 - 467   2004.10

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    Kind of work:Joint Work  

  • Component-wise Robust Linear Fuzzy Clustering for Collaborative Filtering Reviewed

    K. Honda, H. Ichihashi

    International Journal of Approximate Reasoning 雑誌   37 ( 2 )   127 - 144   2004.09

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    Kind of work:Joint Work  

  • Simultaneous Application of Fuzzy Clustering and Quantification with Incomplete Categorical Data Reviewed

    K. Honda, Y. Nakamura, H. Ichihashi

    Journal of Advanced Computational Intelligence and Intelligent Informatics 雑誌   8 ( 4 )   397 - 402   2004.07

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    Kind of work:Joint Work  

  • K-L情報量正則化を用いた線形ファジィクラスタリング法 Reviewed

    本多克宏, 神田章裕, 市橋秀友

    日本知能情報ファジィ学会誌 雑誌   15 ( 6 )   682 - 692   2003.12

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    Kind of work:Joint Work  

  • FCV法の一般化と最小絶対誤差に基づくロバストなシェルクラスタリング Reviewed

    本多克宏, 東江伸浩, 市橋秀友

    日本知能情報ファジィ学会誌 雑誌   15 ( 6 )   693 - 701   2003.12

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    Kind of work:Joint Work  

  • ロバストな線形ファジィクラスタリング法の提案と協調フィルタリングシステムへの応用 Reviewed

    本多克宏, 杉浦伸和, 市橋秀友

    システム制御情報学会論文誌 雑誌   16 ( 11 )   597 - 605   2003.11

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    Kind of work:Joint Work  

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Books and Other Publications

MISC

  • Preface

    Honda K.

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   14376 LNAI   v - vi   2023( ISSN:03029743 ( ISBN:9783031467806

Presentations

  • Algorithm of Fuzzy Clustering and Application to Local Data Analysis Invited International conference

    K. Honda

    The 10th International Symposium on Computational Intelligence and Industrial Applications  2022.09 

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    Presentation type:Oral presentation (invited, special)  

Outline of collaborative research (seeds)

  • k匿名化によるプライバシー保護データ解析

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    クラスタリングによるk匿名化による安心安全なデータ解析に関する研究

  • クラスタリングに基づく協調フィルタリング

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    個人履歴情報の要約手法と協調フィルタリングへの応用に関する研究

  • ヒューマンインターフェースの改善法の研究

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    多次元データの低次元化によるヒューマンインターフェースの改善法の研究

  • クラスタリングに基づく知識発見手法

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    クラスタリングに基づく知識発見手法と天候データを用いた販売予測の研究

Charge of on-campus class subject

  • Recent Advances in Engineering

    2021    

  • Engineering Ethics for Engineers

    2021    

  • Engineering Ethics for Engineers

    2021    

  • Systems Engineering

    2021    

  • Fundamentals in Electrical and Electronic Engineering I

    2021    

  • Fundamentals in Electrical and Electronic Engineering I

    2021    

  • Advanced Human Information Systems

    2021    

  • Advanced Intelligent Information Systems I

    2021    

  • Selected Topics in Human Information Systems

    2021    

  • Laboratory in Computer Science I

    2021   Practical Training  

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Visiting Lectures ⇒ Link to the list of Visiting Lectures

  • データマイニングのためのクラスター分析

    Category:Engineering (machinery, electronics / physics, electrical / electronics, electrical information, chemical biotechnology, architecture, cities (civil engineering / environment), material chemistry, aerospace, marine systems, applied chemistry, chemistry, materials)

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    Audience:High school students, College students, General

    Keyword:データマイニング, 知識発見, クラスター分析 

    店舗での販売時点情報(POSデータ)やネットコミュニティでの履歴情報などのデータベースからヒトにとって有益な知識を得るためのデータマイニングを目的に、クラスター分析の概念と活用方法について解説します。

Job title

  • Job title within the department

    School of Engineering Department of Information Science 

    学科長  2022.04