Development of Cluster Analysis Methods by Merging Knowledge and Optimization with Inference

• Project/Area Number: 21500212
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Sensitivity informatics/Soft computing
• Research Institution: University of Tsukuba
• Principal Investigator: ENDO Yasunori 筑波大学, システム情報系, 准教授 (10267396)
• Project Period (FY): 2009 – 2011
• Project Status: Completed (Fiscal Year 2011)
• Budget Amount: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000); Fiscal Year 2011: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000); Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000); Fiscal Year 2009: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
• Keywords: ファジィ理論 / クラスタリングキ / クラスタリング / 不確実性 / 許容 / 知識 / 最適化

Research Abstract

We first formulated uncertainties included in data or human. Next, we constructed data process models by introducing the formulated uncertainties into optimization problems which are based on data processing through human inference. Third, we developed tools of data analysis, in particular, clustering algorithms for uncertain data.

Research Products

• [Journal Article] On Entropy Based Fuzzy Non Metric Model-Proposal, Kernelization and Pairwise Constraints- (2012)
  • Author(s): Yasunori Endo
  • Journal Title: Journal of Advanced omputational Intelligence and Intelligent Informatics (JACIII) Volume: Vol.16, No.1 Pages: 169-173
  • Peer Reviewed
• [Journal Article] On Entropy Based Fuzzy Non Metric Model-Proposal, Kernelization and Pairwise Constraints- (2012)
  • Author(s): Yasunori Endo
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol.16, No.1 Pages: 169-173
  • Peer Reviewed
• [Journal Article] On Agglomerative Hierarchical Clustering Using Clusterwise Tolerance Based Pairwise Constraints (2012)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol.16, No.1 Pages: 174-179
  • Peer Reviewed
• [Journal Article] On Kernel Fuzzy c-Means for Data with Tolerance using Explicit Mapping for Kernel Data Analysis (2012)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol.16, No.1 Pages: 162-168
  • Peer Reviewed
• [Journal Article] Fuzzy c-Means Clustering for Uncertain Data using Quadratic Penalty-Vector Regularization (2011)
  • Author(s): Yasunori Endo, Yasushi Hasegawa, Yukihiro Hamasuna, Yuchi Kanzawa
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics (JACIII) Volume: Vol.15, No.1 Pages: 76-82
  • Peer Reviewed
• [Journal Article] Fuzzy c-means clustering with mutual relation constraints : construction of two types of algorithms (2011)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna
  • Journal Title: KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems Volume: Vol.1 Pages: 131-140
  • URL: http://dl.acm.org/citation.cfm?id=2041289.
  • Peer Reviewed
• [Journal Article] On Hard c-Means using Quadratic Penalty-Vector Regularization for Uncertain Data (2011)
  • Author(s): Yasunori Endo, Arisa Taniguchi, Aoi Takahashi, Yukihiro Hamasuna
  • Journal Title: Lecture Notes in Artificial Intelligence Volume: Vol.6820/2011 Pages: 126-138
  • URL: http://www.springerlink.com/content/51ut033p1n1524m3/.
  • Peer Reviewed
• [Journal Article] Computationally Intensive Parameter Selection for Clustering Algorithms : the Case of Fuzzy c-Means with Tolerance (2011)
  • Author(s): Vicenc Torra, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: International Journal of Intelligent Systems Volume: Vol.26, Issue 4 Pages: 313-322
  • Peer Reviewed
• [Journal Article] On Fuzzy c-Means Clustering with Mutual Eelation Constraints (2011)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna
  • Journal Title: 11th International Conference on Intelligent Systems Design and Applications Volume: (CD-ROM)
  • Peer Reviewed
• [Journal Article] On Principal Component Analysis for Data with Tolerance (2011)
  • Author(s): Yasunori Endo, Tatsuyoshi Tsuji, Yukihiro Hamasuna, Sadaaki Miyamoto
  • Journal Title: Proc.of The 2011 IEEE International Conference on Granular Computing Pages: 177-182
  • NAID: 130004591989
  • Peer Reviewed
• [Journal Article] On Semi-supervised Fuzzy c-Means Clustering with Clusterwise Tolerance by Opposite Criteria (2011)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: Proc.of The 2011 IEEE International Conference on Granular Computing Pages: 225-230
  • Peer Reviewed
• [Journal Article] Fuzzy c-Means Clustering with Mutual Relation Constraints-Construction of Two Types of Algorithms- (2011)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna
  • Journal Title: Lecture Notes in Artificial Intelligence Volume: 6881 Pages: 131-140
  • Peer Reviewed
• [Journal Article] Semi-supervised Agglomerative Hierarchical Clustering with Ward Method Using Clusterwise Tolerance (2011)
  • Author(s): Yukihiro Hamasuna, v, Sadaaki Miyamoto
  • Journal Title: Lecture Notes in Artificial Intelligence Volume: 6820 Pages: 103-113
  • Peer Reviewed
• [Journal Article] Kernelized Fuzzy c-Means Clustering for Uncertain Data using Quadratic Penalty-Vector Regularization with Explicit Mappings (2011)
  • Author(s): Yasunori Endo, Isao Takayama, Yukihiro Hamasuna, Sadaaki Miyamoto
  • Journal Title: 2011 IEEE International Conference on Fuzzy Systems Volume: (CD-ROM)
  • Peer Reviewed
• [Journal Article] On Mahalanobis Distance Based Fuzzy c-Means Clustering for Uncertain Data Using Penalty Vector Regularization (2011)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: 2011 IEEE International Conference on Fuzzy Systems Volume: (CD-ROM)
  • Peer Reviewed
• [Journal Article] On Hard and Fuzzy c-Means Clustering with Conditionally Positive Definite Kernel (2011)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: 2011 IEEE International Conference on Fuzzy Systems Volume: (CD-ROM)
  • Peer Reviewed
• [Journal Article] Efficient Prediction of Earthquake Damage based on Wireless Personal Area Networks (2011)
  • Author(s): Seiji Yasunobu, Sadaaki Miyamoto, Takehisa Onisawa, Gaku Shoji, Yasunori Endo, Hajime Nobuhara, Takeshi Shibuya, Kodai Takashima, Naotsugu Yoshinaga, Hasanah Nur, Masanori Kimura, Syafiq Kamarulzaman, Kazuki Kuribayashi
  • Journal Title: 2011 IFSA World Congress and AFSS International Conference Volume: (CD-ROM)
  • Peer Reviewed
• [Journal Article] Fuzzy c-Means Clustering for Uncertain Data using Quadratic Penalty-Vector Regularization (2011)
  • Author(s): Yasunori Endo, Yasushi Hasegawa, Yukihiro Hamasuna, Sadaaki Miyamoto
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol.15, No.1 Pages: 76-82
  • Peer Reviewed
• [Journal Article] Fuzzy c-Means Clustering for Data with Clusterwise Tolerance Based on L2- and L1-Regularization (2011)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol.15, No.1 Pages: 68-75
  • Peer Reviewed
• [Journal Article] Semi-Supervised Fuzzy c-Means Algorithm by Revising Dissimilarity Between Data (2011)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol.15, No.1 Pages: 95-101
  • Peer Reviewed
• [Journal Article] Hard and Fuzzy c-Regression Models for Data with Tolerance in Independent and Dependent Variables (2010)
  • Author(s): Yasunori Endo, Kouta Kurihara, Sadaaki Miyamoto, Yukihiro Hamasuna
  • Journal Title: The 2010 IEEE World Congress on Computational Intelligence (WCCI2010)
  • Peer Reviewed
• [Journal Article] Two Semi-supervised Entropy Regularized Fuzzy c-Means (2010)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc.of Joint 5rd International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on advanced Intelligent Systems Volume: CD-ROM
  • NAID: 130005019637
  • Peer Reviewed
• [Journal Article] Semi-supervised Fuzzy c-Means Clustering for Data with Clusterwise Tolerance with Pairwise Constraints (2010)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: Proc.of Joint 5rd International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on advanced Intelligent Systems Volume: CD-ROM
  • NAID: 130005019594
  • Peer Reviewed
• [Journal Article] Geodesic-Dissimilarity-based Hard and Fuzzy c-Means (2010)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc.of Joint 5rd International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on advanced Intelligent Systems Volume: CD-ROM
  • Peer Reviewed
• [Journal Article] On Entropy Based Fuzzy No Metric Model (2010)
  • Author(s): Yasunori Endo
  • Journal Title: Proc.of Joint 5rd International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on advanced Intelligent Systems Volume: CD-ROM
  • Peer Reviewed
• [Journal Article] Semi-supervised Agglomerative Hierarchical Clustering Using Clusterwise Tolerance Based Pairwise Constraint (2010)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc.of The 7th International Conference on Modeling Decisions for Artificial Intelligence Volume: CD-ROM
  • Peer Reviewed
• [Journal Article] Indefinite Kernel Fuzzy c-Means Clustering Algorithms (2010)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc.of The 7th International Conference on Modeling Decisions for Artificial Intelligence Volume: CD-ROM
  • Peer Reviewed
• [Journal Article] Hard and Fuzzy c-Regression Models for Data with Tolerance in Independent and Dependent Variables (2010)
  • Author(s): Yasunori Endo, Kouta Kurihara, Sadaaki Miyamoto, Yukihiro Hamasuna
  • Journal Title: Proc.of The 2010 IEEE World Congress on Computational Intelligence Volume: CD-ROM Pages: 367-367
  • Peer Reviewed
• [Journal Article] Cluster Validity Measures for Data with Tolerance (2010)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc.of The 2010 IEEE World Congress on Computational Intelligence Volume: CD-ROM Pages: 386-386
  • Peer Reviewed
• [Journal Article] On Kernel Fuzzy c-Means for Data with Tolerance using Explicit Mapping for Kernel Data Analysis (2010)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc.of The 2010 IEEE World Congress on Computational Intelligence Volume: CD-ROM Pages: 73-73
  • Peer Reviewed
• [Journal Article] On Tolerant Fuzzy c-Means Clustering and Tolerant Possibilistic Clustering (2010)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Soft Computing Vol.14, No.5 Pages: 487-494
  • Peer Reviewed
• [Journal Article] On Hierarchical Clustering for Data with Tolerance (2009)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna, Ayaka Tagaya
  • Journal Title: The 6th International Conference on Modeling Decisions for Artificial Intelligence (MDAI2009)
  • URL: http://www.mdai.cat/mdai2009/program.php.
  • Peer Reviewed
• [Journal Article] On Semi-Supervised fuzzy c-Means Clustering (2009)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna, Makito Yamashiro, Sadaaki Miyamoto
  • Journal Title: 2009 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2009)
  • Peer Reviewed
• [Journal Article] Fuzzy Classification Function of Fuzzy c-Means Algorithms for Data with Tolerance (2009)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: 日本知能情報ファジィ学会誌 Vol.21, No.4 Pages: 438-451
  • NAID: 10025994780
  • Peer Reviewed
• [Journal Article] On Tolerant Fuzzy c-Means Clustering (2009)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Vol.13, No.4 Pages: 421-428
  • Peer Reviewed
• [Journal Article] On Clustering Algorithm Based on Probabilistic Dissimilarity (2009)
  • Author(s): Makito Yamashiro, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Vol.13, No.4 Pages: 429-433
  • Peer Reviewed
• [Journal Article] On the comparison of some fuzzy clustering methods for privacy preserving data mining : towards the development of specific information loss measures (2009)
  • Author(s): Vicenc Torra, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Kybernetika Vol.45, No.3 Pages: 548-560
  • Peer Reviewed
• [Journal Article] On Hierarchical Clustering for Data with Tolerance (2009)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna, Ayaka Tagaya
  • Journal Title: The 6th International Conference on Modeling Decisions for Artificial Intelligence (CD-ROM)
  • Peer Reviewed
• [Journal Article] Fuzzy Classification Function of Tolerant Fuzzy c-Means Clustering with L1-Regularization (2009)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: The 6th International Conference on Modeling Decisions for Artificial Intelligence (CD-ROM)
  • Peer Reviewed
• [Journal Article] On L1-Norm Based Fuzzy c-Means Clustering with Penalty Term (2009)
  • Author(s): Tomoaki Miyamoto, Yasunori Endo, Yukihiro Hamasuna, Sadaaki Miyamoto
  • Journal Title: The 6th International Conference on Modeling Decisions for Artificial Intelligence (CD-ROM)
  • NAID: 130004591516
  • Peer Reviewed
• [Journal Article] Fuzzy c-Regression Model for Data with Tolerance (2009)
  • Author(s): Kouta Kurihara, Yasunori Endo, Yukihiro Hamasuna, Sadaaki Miyamoto
  • Journal Title: The 6th International Conference on Modeling Decisions for Artificial Intelligence (CD-ROM)
  • NAID: 130004591521
  • Peer Reviewed
• [Journal Article] Some Pairwise Constrained Semi-Supervised Fuzzy c-Means Clustering Algorithms (2009)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: The 6th International Conference on Modeling Decisions for Artificial Intelligence (CD-ROM)
  • Peer Reviewed
• [Journal Article] Two types Tolerant Hard c-Means Clustering (2009)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: 2009 International Symposium on Nonlinear Theory and its Applications (CD-ROM)
  • NAID: 230000008322
  • Peer Reviewed
• [Journal Article] A Semi-Supervised Entropy Regularized Fuzzy c-Means (2009)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: 2009 International Symposium on Nonlinear Theory and its Applications (CD-ROM)
  • Peer Reviewed
• [Journal Article] On Semi-Supervised fuzzy c-Means Clustering (2009)
  • Author(s): Yasunori Endo, Yukihiro Hamasuna, Makaito Yamashiro, Sadaaki Miyamoto
  • Journal Title: 2009 IEEE International Conference on Fuzzy Systems (CD-ROM)
  • Peer Reviewed
• [Journal Article] On L1-Norm based Tolerant Fuzzy c-Means Clustering (2009)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: 2009 IEEE International Conference on Fuzzy Systems (CD-ROM)
  • Peer Reviewed
• [Journal Article] Entropy Regularized Fuzzy c-Lines for Data with Tolerance (2009)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: 2009 IEEE International Conference on Fuzzy Systems (CD-ROM)
  • Peer Reviewed
• [Journal Article] On Fuzzy c-Means Clustering for Uncertain Data Using Quadratic Regularization of Penalty Vectors (2009)
  • Author(s): Yasunori Endo, Makito Yamashiro, Yukihiro Hamasuna, Sadaaki Miyamoto
  • Journal Title: The 2009 IEEE International Conference on Granular Computing (CD-ROM)
  • Peer Reviewed
• [Journal Article] Comparison of Tolerant Fuzzy c-Means Clustering with L2- and L1-Regularization (2009)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: The 2009 IEEE International Conference on Granular Computing (CD-ROM)
  • Peer Reviewed
• [Journal Article] On Tolerant Fuzzy c-Means Clustering with L1-Regularization (2009)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: International Fuzzy Systems Association (CD-ROM)
  • NAID: 130004591518
  • Peer Reviewed
• [Journal Article] Fuzzy c-Lines for Data with Tolerance (2009)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: International Fuzzy Systems Association (CD-ROM)
  • NAID: 130004591511
  • Peer Reviewed
• [Presentation] 目的関数最適化に基づくラフクラスタリングについて (2012)
  • Author(s): 木下尚彦, 遠藤靖典
  • Organizer: 第38回ファジィワークショップ
  • Place of Presentation: 首都大学東京、東京都
  • Year and Date: 2012-03-16
• [Presentation] 相互関連制約の付いた標準的ファジィc-平均法 (2012)
  • Author(s): 緒方悠人, 遠藤靖典
  • Organizer: 第38回ファジィワークショップ
  • Place of Presentation: 首都大学東京、東京都
  • Year and Date: 2012-03-16
• [Presentation] クラスタワイズ許容を用いた半教師付きc-平均法の性能比較 (2012)
  • Author(s): 濱砂幸裕, 遠藤靖典
  • Organizer: 第38回ファジィワークショップ
  • Place of Presentation: 首都大学東京、東京都
  • Year and Date: 2012-03-16
• [Presentation] 許容範囲付きデータに対する主成分分析 (2011)
  • Author(s): 辻竜佳, 遠藤靖典, 濱砂幸裕, 栗原宏太
  • Organizer: 第27回ファジィシステムシンポジウム(FSS2011)
  • Place of Presentation: 福井県,福井大学
  • Year and Date: 2011-09-01
• [Presentation] Clustering for Uncertain Data and Its Applications to Risk (2011)
  • Author(s): Yasunori Endo
  • Organizer: The 1st International Workshop on Soft Computing and Disaster Control (SocDic2011)
  • Place of Presentation: Surabaya, Indonesia
  • Year and Date: 2011-06-20
• [Presentation] Clustering for Uncertain Data and Its Applications to Risk (2011)
  • Author(s): Yasunori Endo
  • Organizer: The 1st International Workshop on Soft Computing and Disaster Control
  • Place of Presentation: Institute of Technology Sepuluh Nopember, Surabaya, Indonesia(招待講演)
  • Year and Date: 2011-06-20
• [Presentation] Train Automatic Stopping Controller Using Predictive Fuzzy Reasoning and Genetic Algorithm against Unexpected Accidents (2011)
  • Author(s): Masanori Kimura, Yasunori Endo
  • Organizer: The 1st International Workshop on Soft Computing and Disaster Control
  • Place of Presentation: Institute of Technology Sepuluh Nopember, Surabaya, Indonesia(招待講演)
  • Year and Date: 2011-06-20
• [Presentation] 不確実データに対するペナルティベクトル2次正則化ハードc-平均法 (2011)
  • Author(s): 谷口亜里沙, 遠藤靖典, 高橋あおい
  • Organizer: 第27回ファジィシステムシンポジウム(FSS2011)
  • Place of Presentation: 福井県,福井大学
• [Presentation] 不確実データに対するペナルティベクトル2次正則化ハードc-平均法 (2011)
  • Author(s): 谷口亜里沙, 遠藤靖典, 高橋あおい
  • Organizer: 第27回ファジィシステムシンポジウム
  • Place of Presentation: 福井大学、福井県
• [Presentation] 許容範囲付きデータに対するクラスタリングの妥当性基準について (2011)
  • Author(s): 日置彩子, 遠藤靖典, 濱砂幸裕
  • Organizer: 第27回ファジィシステムシンポジウム
  • Place of Presentation: 福井大学、福井県
• [Presentation] ペナルティベクトルを用いた不確実データに対するサポートベクターマシンについて (2011)
  • Author(s): 高山勲, 遠藤靖典, 濱砂幸裕
  • Organizer: 第27回ファジィシステムシンポジウム
  • Place of Presentation: 福井大学、福井県
• [Presentation] 許容範囲付きデータに対する主成分分析 (2011)
  • Author(s): 辻竜佳, 遠藤靖典, 濱砂幸裕, 栗原宏太
  • Organizer: 第27回ファジィシステムシンポジウム
  • Place of Presentation: 福井大学、福井県
• [Presentation] ニュースの報道形態の定量的評価 (2010)
  • Author(s): 有田和晃, 伊藤文也, 尾羽秀晃, 平木通絋, 遠藤靖典
  • Organizer: 第6回メディア情報検証学術研究会
  • Place of Presentation: 筑波大学(茨城県)
  • Year and Date: 2010-11-26
• [Presentation] クラスタリングに関する研究の最近の動向 (2010)
  • Author(s): 遠藤靖典
  • Organizer: 早稲田大学基幹理工学部デジタル解析学セミナー
  • Place of Presentation: 早稲田大学理工学部(東京都) 招待講演
  • Year and Date: 2010-09-17
• [Presentation] 対制約を用いたクラスタワイズ許容範囲付きデータに対するファジィc-平均法について (2010)
  • Author(s): 濱砂幸裕, 遠藤靖典
  • Organizer: 第26回ファジィシステムシンポジウム
  • Place of Presentation: 広島大学(広島県)
  • Year and Date: 2010-09-13
• [Presentation] 不確実データに対するペナルティ項を伴うファジィ$c$-平均法について (2010)
  • Author(s): 宮本智明, 遠藤靖典, 濱砂幸裕
  • Organizer: 第26回ファジィシステムシンポジウム
  • Place of Presentation: 広島大学(広島県)
  • Year and Date: 2010-09-13
• [Presentation] 対制約を用いたペナルティベクトルによるL2正則化ファジィc-平均法 (2010)
  • Author(s): 高橋あおい, 遠藤靖典, 濱砂幸裕
  • Organizer: 第26回ファジィシステムシンポジウム
  • Place of Presentation: 広島大学(広島県)
  • Year and Date: 2010-09-13
• [Presentation] ペナルティベクトルのL2及びL1正則化を用いた不確実データに対する陽写像カーネルファジィc-平均法の比較 (2010)
  • Author(s): 高山勲、遠藤靖典、濱砂幸裕、宮本定明
  • Organizer: 第26回ファジィシステムシンポジウム
  • Place of Presentation: 広島大学(広島県)
  • Year and Date: 2010-09-13
• [Presentation] 条件付き正定値カーネルを用いたc-平均法について (2010)
  • Author(s): 神澤雄智, 遠藤靖典, 宮本定明
  • Organizer: 第26回ファジィシステムシンポジウム
  • Place of Presentation: 広島大学(広島県)
  • Year and Date: 2010-09-13
• [Presentation] 対制約を用いたクラスタワイズ許容範囲付きデータに対するファジィc-平均法について (2010)
  • Author(s): 濱砂幸裕, 遠藤靖典
  • Organizer: 第26回ファジィシステムシンポジウム(FSS2010)
  • Place of Presentation: 広島県, 広島大学
  • Year and Date: 2010-09-03
• [Presentation] Various Types of Objective Functions of Clustering for Uncertain Data (2009)
  • Author(s): Yasunori Endo, Sadaaki Miyamoto
  • Organizer: CwU IFIP/IIASA/GAMM Workshop on Coping with Uncertainty
  • Place of Presentation: Laxenburg, Austria
  • Year and Date: 2009-12-15
• [Presentation] Hierarchical and Nonhierarchical Algorithms for Semi-Supervised Clustering (2009)
  • Author(s): Sadaaki Miyamoto, Yasunori Endo
  • Organizer: CwU IFIP/IIASA/GAMM Workshop on Coping with Uncertainty
  • Place of Presentation: Laxenburg, Austria
  • Year and Date: 2009-12-15
• [Presentation] 許容範囲付きデータに対するハードc-回帰モデル (2009)
  • Author(s): 遠藤靖典, 宮本定明, 山城牧人, 濱砂幸裕
  • Organizer: 第25回ファジィシステムシンポジウム(FSS2009)
  • Place of Presentation: 茨城県, 筑波大学
  • Year and Date: 2009-07-15
• [Presentation] 半教師付きファジィc-平均法に関する一考察 (2009)
  • Author(s): 山城牧人, 遠藤靖典, 濱砂幸裕, 宮本定明
  • Organizer: 第25回ファジィシステムシンポジウム(FSS2009)
  • Place of Presentation: 茨城県, 筑波大学
  • Year and Date: 2009-07-15
• [Presentation] 許容範囲付きデータに対するファジィc-回帰モデル (2009)
  • Author(s): 栗原宏太, 遠藤靖典, 濱砂幸裕, 宮本定明
  • Organizer: 第25回ファジィシステムシンポジウム(FSS2009)
  • Place of Presentation: 茨城県, 筑波大学
  • Year and Date: 2009-07-15
• [Presentation] 許容範囲付きデータに対するハードc-回帰モデル (2009)
  • Author(s): 遠藤靖典, 宮本定明, 山城牧人, 濱砂幸裕
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Presentation] L1正則化によるトレラントファジィc-平均法 (2009)
  • Author(s): 濱砂幸裕, 遠藤靖典
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Presentation] 半教師付きファジィc-平均法に関する一考察 (2009)
  • Author(s): 山城牧人, 遠藤靖典, 濱砂幸裕, 宮本定明
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Presentation] 許容範囲付きデータに対するファジィc-回帰モデル (2009)
  • Author(s): 栗原宏太, 遠藤靖典, 濱砂幸裕, 宮本定明
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Presentation] L1ノルムを用いたペナルティ項を持つファジィc-平均法 (2009)
  • Author(s): 宮本智明, 遠藤靖典, 濱砂幸裕, 宮本定明
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Presentation] Fuzzy c-Lines for Data with Tolerance (2009)
  • Author(s): Yuchi Kanzawa, Yasunori Endo, Sadaaki Miyamoto
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Presentation] pノルムに基づいたファディc-平均法 (2009)
  • Author(s): 宮田孝富, 神澤雄智, 遠藤靖典
  • Organizer: 第25回ファジィシステムシンポジウム
  • Place of Presentation: 茨城県つくば市
  • Year and Date: 2009-07-15
• [Remarks]
  • URL: http://endo.risk.tsukuba.ac.jp/~endo/
• [Remarks]
  • URL: http://endo.risk.tsukuba.ac.jp/~endo/
• [Remarks]
  • URL: http://endo.risk.tsukuba.ac.jp/~endo/
• [Remarks]
  • URL: http://endo.risk.tsukuba.ac.jp/~endo/