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Research of Knowledge Acquisition and System Development by Data Mining

Research Project

Project/Area Number 16360199
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field System engineering
Research InstitutionKobe University

Principal Investigator

ABE Shigeo  Kobe University, Gradaute School of Science and Technology, Professor, 大学院・自然科学研究科, 教授 (50294195)

Co-Investigator(Kenkyū-buntansha) OZAWA Seiichi  Kobe University, Gradaute School of Science and Technology, Associate Professor, 大学院・自然科学研究科, 助教授 (70214129)
YOSHIMURA Motohide  Siebold University of Nagasaki, Department of Info-Media, Lecturer, 国際情報学部, 講師 (60335461)
Project Period (FY) 2004 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥15,100,000 (Direct Cost: ¥15,100,000)
Fiscal Year 2005: ¥7,600,000 (Direct Cost: ¥7,600,000)
Fiscal Year 2004: ¥7,500,000 (Direct Cost: ¥7,500,000)
KeywordsData Mining / Knowledge Acquisition / Support Vector Machines / Image Processing / Face Recognition / Feature Selection / パターン認識 / 音響診断 / クラスタリング / 特徴抽出
Research Abstract

We conducted research on knowledge acquisition and system development and got the following results :
1. Knowledge acquisition and system development under steady state environments
(1) We have developed a clustering method using support vector machines (SVMs) by dividing the image data in segments and feature selection method using SVM ensembles.
(2) We have developed an incremental training method that keeps only support vector candidates and demonstrated that the generalization ability was maintained while deleting training data.
2. Knowledge acquisition by data mining and system development under dynamic environments
(1) Dynamic feature space learning : we have developed incremental learning algorithms of Principal Component Analysis (PCA) and Kernel PCA (KPCA), and demonstrated that the feature selection was successfully carried out by adapting to the variation of data distributions.
(2) System development : We proposed a method to integrate the developed dynamic feature selection algor … More ithm into a classifier model, in which the k-nearest neighbor method was combined with a dynamic clustering algorithm, and a neural network model. We demonstrated that the proposed method enabled the classifier to conduct stable incremental learning, and that the developed system had excellent performance for not only bench-mark datasets but also facial recognition datasets. Although we tried to develop an incremental SVM system, it has not been completed yet. This is reserved as our future work.
3. Development of image segmentation system by data mining
(1)Development of clustering method for image segmentation : we have developed a basic system to detect and classify the uncertain object imagery and demonstrated that the detection and classification of crystal imagery was properly carried out using image database of protein crystallizations.
(2) Development of feature extraction method for image segmentation : we have developed a feature extraction method based on the multiresolution spectral histograms by wavelet transformation and demonstrated that the proposed feature is available for the image retrieval. Less

Report

(3 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • Research Products

    (80 results)

All 2006 2005 2004 Other

All Journal Article (77 results) Book (3 results)

  • [Journal Article] Error Correcting Output Codes vs. Fuzzy Support Vector Machines2006

    • Author(s)
      Tomonori Kikuchi
    • Journal Title

      Pattern Recognition Letters 26-12

      Pages: 1937-1945

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Error Correcting Output Codes vs. Fuzzy Support Vector Machines2005

    • Author(s)
      Tomonori Kikuchi
    • Journal Title

      Pattern Recognition Letters 26・12

      Pages: 1937-1945

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Memory-Based Reinforcement Learning Model Utilizing Macro-Actions2005

    • Author(s)
      Makoto Murata
    • Journal Title

      Proc 7th Int. Conference on Adaptive and Natural Computing Algorithm (ICANNGA2005) (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Boosting Kernel Discriminant Analysis with Adaptive Kernel Selection2005

    • Author(s)
      Shinji Kita
    • Journal Title

      Proc 7th Int. Conference on Adaptive and Natural Computing Algorithm (ICANNGA2005) (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Modified Backward Feature Selection by Cross Validation2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.ESANN 2005

      Pages: 163-168

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] SVM Ensembles for Selecting the Relevant Feature Subsets2005

    • Author(s)
      Taro Ban
    • Journal Title

      Proc.IJCNN 2005

      Pages: 943-948

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Training of Support Vector Machines with Mahalanobis Kernels2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc. ICANN 2005 第2巻

      Pages: 571-576

    • NAID

      120000945452

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Selecting Support Vector Candidates for Incremental Training2005

    • Author(s)
      Shinya katagiri
    • Journal Title

      Proc. SMC 2005

      Pages: 1258-1263

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Training of Kernel Fuzzy Classifiers by Dynamic Cluster Generation2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc. IEEE ICDM 2005 Workshop on Computational Intelligence in Data Mining

      Pages: 13-20

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Incremental Learning for Online Face Recognition2005

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc. IJCNN 2005

      Pages: 3174-3179

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Incremental Learning of Feature Space and Classifier for Face Recognition2005

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Neural Networks 18・5-6

      Pages: 575-584

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Memory-Based Reinforcement Learning Model Utilizing Macro-Actions2005

    • Author(s)
      Makoto Murata
    • Journal Title

      Proc.ICANNGA2005 2(CD-ROM)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Boosting Kernel Discriminant Analysis with Adaptive Kernel Selection2005

    • Author(s)
      Shinji Kita
    • Journal Title

      Proc.ICANNGA2005 2(CD-ROM)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] SVM Ensembles for Selecting the Relevant Feature Subsets2005

    • Author(s)
      Tao Ban
    • Journal Title

      Proc.IJCNN 2005

      Pages: 943-948

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Training of Support Vector Machines with Mahalanobis Kernels2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.ICANN 2005 2

      Pages: 571-576

    • NAID

      120000945452

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Selecting Support Vector Candidates for Incremental Training2005

    • Author(s)
      Shinya Katagiri
    • Journal Title

      Proc.SMC 2005

      Pages: 1258-1263

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Training of Kernel Fuzzy Classifiers by Dynamic Cluster Generation2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.IEEE ICDM 2005 Workshop on Computational Intelligence in Data Mining

      Pages: 13-20

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Incremental Learning for Online Face Recognition2005

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.IJCNN 2005

      Pages: 3174-3179

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Incremental Learning of Feature Space and Classifier for Face Recognition2005

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Neural Networks 18-5-6

      Pages: 575-584

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Incremental Kernel PCA for Online Learning of Feature Space2005

    • Author(s)
      Shosuke Kimura
    • Journal Title

      Proc.CIMCA (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Detection of Protein Crystallizations under Dynamic Environment2005

    • Author(s)
      Takashi Iwai
    • Journal Title

      Proc.CIMCA (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Image Query by Multiresolution Spectral Histograms2005

    • Author(s)
      Noriaki Kawamura
    • Journal Title

      Proc.CIMCA (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Error Correcting Output Codes vs.Fuzzy Support Vector Machines2005

    • Author(s)
      Tomonori Kikuchi
    • Journal Title

      Pattern Recognition Letters 26(12)

      Pages: 1937-1945

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Training of Support Vector Machines with Mahalanobis Kernels2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.ICANN 2005 第2巻

      Pages: 571-576

    • NAID

      120000945452

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Training of Kernel Fuzzy Classifiers by Dynamic Cluster Generation2005

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.IEEE ICDM 2005 workshop on Computational Intelligence in Data Mining

      Pages: 13-20

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Incremental Learning of Feature Space and Classifier for Face Recognition2005

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Neural Networks 18(5-6)

      Pages: 575-584

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Boosting Kernel Discriminant Analysis with Adaptive Kernel Selection2005

    • Author(s)
      Shinji Kita
    • Journal Title

      Proc.ICANNGA 2005 (CD-ROM)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A Memory-Based Reinforcement Learning Model Utilizing Macro-Actions2005

    • Author(s)
      Makoto Murata
    • Journal Title

      Proc 7th Int.Conference on Adaptive and Natural Computing Algorithm (ICANNGA2005) (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Boosting Kernel Discriminant Analysis with Adaptive Kernel Selection2005

    • Author(s)
      Shinji Kita
    • Journal Title

      Proc 7th Int.Conference on Adaptive and Natural Computing Algorithm (ICANNGA2005) (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] KPCA-Based Training of a Kernel Fuzzy Classifier with Ellipsoidal Regions2004

    • Author(s)
      Kenichi Kaieda
    • Journal Title

      International Journal of Approximate Reasoning 37・3

      Pages: 189-217

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 関数近似用サポートベクトルマシンの最急上昇法による学習2004

    • Author(s)
      廣川洋一
    • Journal Title

      電気学会論文誌C 124-C・10

      Pages: 2064-2071

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Fuzzy LP-SVMs for Multiclass Problems2004

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc. 12th European Symposium on Artificial Neural Networks(ESANN 2004)

      Pages: 429-434

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Why Pairwise Is Better than One-against-All or All-at-Once2004

    • Author(s)
      Daisuke Tsujinishi
    • Journal Title

      Proc. Internatioal Joint Conference on Neural Networks (IJCNN 2004) 1

      Pages: 693-698

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Spatially Chunking Support Vector Clustering Algorithm2004

    • Author(s)
      Tao Ban
    • Journal Title

      Proc. Internatioal Joint Conference on Neural Networks (IJCNN 2004) 1

      Pages: 413-418

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] クラス間距離を最大化する教師あり独立成分分析による特徴抽出2004

    • Author(s)
      坂口善規
    • Journal Title

      電気学会論文誌C 124-C・1

      Pages: 157-163

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Detection of Gas Leakage Sound Using Modular Neural Network for Unknown Environments2004

    • Author(s)
      Manabu Kobani
    • Journal Title

      Neurocomputing 62C

      Pages: 471-440

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary 2004 Annual Research Report
  • [Journal Article] ラジアル基底関数ネットの高速追加学習アルゴリズム2004

    • Author(s)
      岡本 圭介
    • Journal Title

      計測自動制御学会論文集 40・12

      Pages: 1228-1236

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] One-pass Incremental Membership Authentication by Face Classification2004

    • Author(s)
      Shaoning Pang
    • Journal Title

      Proc. First Int. Conf. on Biometric Authentication (ICBA2004) 1

      Pages: 155-161

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Memory-based Neural Network Model for Efficient Adaptation to Dvnamic Environments2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc. IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2004) 1 (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Modified Incremental Principal Component Analysis for On-line Learning of Feature Space and Classifier2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc. The Pacific Rim International Conference on Artificial Intelligence (PRICAI2004) 1

      Pages: 231-240

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Supervised Independent Component Analysis with Class Information2004

    • Author(s)
      Manabu Kotani
    • Journal Title

      Proc. Int. Conf. on Neural Information Processing (ICONIP2004) 1

      Pages: 1052-1057

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] On-line Feature Selection for Adaptive Evolving Connectionist2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc. Int. Workshop on Fuzzy Systems & Innovational Computing (FIC2004) 1 (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Evolutionary Segmentation of Texture Image By Using Perturbation Optimization2004

    • Journal Title

      Proc. SEAL2004 (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] KPCA-Based Training of a Kernel Fuzzy Classifier with Ellipsoidal Regions2004

    • Author(s)
      Kenichi Kaieda
    • Journal Title

      International Journal of Approximate Reasoning 37-3

      Pages: 189-217

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Steepest Ascent Training of Support Vector Regressors2004

    • Author(s)
      Yoichi Hirokawa
    • Journal Title

      IEEJ Trans.EIS 124-C-10

      Pages: 2064-2071

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Fuzzy LP-SVMs for Multiclass Problems2004

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.ESANN 2004

      Pages: 429-434

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Why Pairwise Is Better than One-against-All or All-at-Once2004

    • Author(s)
      Daisuke Tsujinishi
    • Journal Title

      Proc.IJCNN 2004

      Pages: 693-698

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Spatially Chunking Support Vector Clustering Algorithm2004

    • Author(s)
      Tao Ban
    • Journal Title

      Proc.IJCNN 2004

      Pages: 413-418

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Feature Extraction Using Supervised Independent Component Analysis by Maximizing Class Distance2004

    • Author(s)
      Yoshinori Sakaguchi
    • Journal Title

      IEEJ Trans.EIS 124-C-1

      Pages: 157-163

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Detection of Gas Leakage Sound Using Modular Neural Network for Unknown Environments2004

    • Author(s)
      Manabu Kotani
    • Journal Title

      Neurocomputing 62C

      Pages: 471-440

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Fast Incremental Learning Algorithm of Radial Basis Function Networks2004

    • Author(s)
      Keisuke Okamoto
    • Journal Title

      Trans.SICE 40-12

      Pages: 1228-1236

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] One-pass Incremental Membership Authentication by Face Classification2004

    • Author(s)
      Shaoning Pang
    • Journal Title

      Proc.ICBA2004 1

      Pages: 155-161

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Memory-based Neural Network Model for Efficient Adaptation to Dynamic Environments2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.FUZZ-IEEE2004 1(CD-ROM)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Modified Incremental Principal Component Analysis for On-line Learning of Feature Space and Classifier2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.PRICAI2004 1

      Pages: 231-240

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Chapter : A Memory-based Reinforcement Learning Algorithm to Prevent Unlearning in Neural Networks2004

    • Author(s)
      Jagath C.Rajapakse
    • Journal Title

      Neural Information Processing : Research and Development (Springer-Verlag)

      Pages: 238-255

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Supervised Independent Component Analysis with Class Information Intelligence2004

    • Author(s)
      Manabu Kotani
    • Journal Title

      Proc.ICONIP2004 1

      Pages: 1052-1057

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] On-line Feature Selection for Adaptive Evolving Connectionist Systems2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.FIC2004 1(CD-ROM)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Evolutionary Segmentation of Texture Image by Using Perturbation Optimization2004

    • Author(s)
      Hiroki Yamamoto
    • Journal Title

      Proc.SEAL2004 (CD-ROM)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] KPCA-Based Training of a Kernel Fuzzy Classifier with Ellipsoidal Regions2004

    • Author(s)
      Kenichi Kaieda
    • Journal Title

      International Journal of Approximate Reasoning 37(3)

      Pages: 189-217

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 関数近似用サポートベクトルマシンの最急上昇法による学習2004

    • Author(s)
      廣川洋一
    • Journal Title

      電気学会論文誌C 124-C(10)

      Pages: 2064-2071

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Fuzzy LP-SVMs for Multiclass Problems2004

    • Author(s)
      Shigeo Abe
    • Journal Title

      Proc.12th European Symposium on Artificial Neural Networks (ESANN 2004)

      Pages: 429-434

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Why Pairwise Is Better than One-against-All or All-at-Once2004

    • Author(s)
      Daisuke Tsujinishi
    • Journal Title

      Proc.International Joint Conference on Neural Networks (IJCNN 2004) 1

      Pages: 693-698

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Spatially Chunking Support Vector Clustering Algorithm2004

    • Author(s)
      Tao Ban
    • Journal Title

      Proc.International Joint Conference on Neural Networks (IJCNN 2004) 1

      Pages: 413-418

    • Related Report
      2004 Annual Research Report
  • [Journal Article] クラス間距離を最大化する教師あり独立成分分析による特徴抽出2004

    • Author(s)
      坂口善規
    • Journal Title

      電気学会論文誌C 124-C(1)

      Pages: 157-163

    • Related Report
      2004 Annual Research Report
  • [Journal Article] ラジアル基底関数ネットの高速追加学習アルゴリズム2004

    • Author(s)
      岡本 圭介
    • Journal Title

      計測自動制御学会論文集 40(12)

      Pages: 1228-1236

    • Related Report
      2004 Annual Research Report
  • [Journal Article] One-pass Incremental Membership Authentication by Face Classification2004

    • Author(s)
      Shaoning Pang
    • Journal Title

      Proc.First Int.Conf.on Biometric Authentication (ICBA2004) 1

      Pages: 155-161

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A Memory-based Neural Network Model for Efficient Adaptation to Dynamic Environments2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2004) 1(CD-ROM)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A Modified Incremental Principal Component Analysis for On-line Learning of Feature Space and Classifier2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.The Pacific Rim International Conferences on Artificial Intelligence (PRICAI2004) 1

      Pages: 231-240

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Supervised Independent Component Analysis with Class Information2004

    • Author(s)
      Manabu Kotani
    • Journal Title

      Proc.Int.Conf.on Neural Information Processing (ICONIP2004) 1

      Pages: 1052-1057

    • Related Report
      2004 Annual Research Report
  • [Journal Article] On-line Feature Selection for Adaptive Evolving Connectionist2004

    • Author(s)
      Seiichi Ozawa
    • Journal Title

      Proc.Int.Workshop on Fuzzy Systems & Innovational Computing (FIC2004) 1(CD-ROM)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Incremental Kernel PCA for Online Learning of Feature Space

    • Author(s)
      Shosuke Kimura
    • Journal Title

      Proc. CIMCA 2005 (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Detection of Protein Crystallization under Dynamic Environment

    • Author(s)
      Takashi Iwai
    • Journal Title

      Proc. CIMCA 2005 (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Image Query by Multiresolution Spectral Histograms

    • Author(s)
      Noriaki Kawamura
    • Journal Title

      Proc. CIMCA 2005 (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Incremental Kernel PCA for Online Learning of Feature Space

    • Author(s)
      Shosuke Kimura
    • Journal Title

      Proc.CIMCA 2005 (印刷中)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Detection of Protein Crystallizations under Dynamic Environment

    • Author(s)
      Takashi Iwai
    • Journal Title

      Proc.CIMCA 2005 (印刷中)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Image Query by Multiresolution Spectral Histograms

    • Author(s)
      Noriaki Kawamura
    • Journal Title

      Proc.CIMCA 2005 (印刷中)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Error Correcting Output Codes vs. Fuzzy Support Vector Machines

    • Author(s)
      Tomonori Kikuchi
    • Journal Title

      Pattern Recognition Letters (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Book] Support Vector Machines for Pattern Classification2005

    • Author(s)
      Shigeo Abe
    • Total Pages
      352
    • Publisher
      Springer-Verlag
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary 2004 Annual Research Report
  • [Book] Neural Information Processing : Research and Development (pp.238-255を分担執筆)2004

    • Author(s)
      Jagath C.Rajapakse
    • Total Pages
      478
    • Publisher
      Springer-Verlag
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Book] Neural Information Processing : Research and Development (pp.238.255を分担執筆)2004

    • Author(s)
      Jagath C.Rajapakse
    • Total Pages
      478
    • Publisher
      Springer-Verlag
    • Related Report
      2004 Annual Research Report

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Published: 2004-04-01   Modified: 2016-04-21  

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