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High Performance Classifier Based on Fuzzy Clustering

Research Project

Project/Area Number 20500210
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionOsaka Prefecture University

Principal Investigator

ICHIHASHI Hidetomo  Osaka Prefecture University, 工学研究科, 教授 (30151476)

Co-Investigator(Kenkyū-buntansha) HONDA Katsuhiro  大阪府立大学, 工学研究科, 准教授 (80332964)
NOTSU Akira  大阪府立大学, 工学研究科, 助教 (40405345)
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsクラスター分析 / 識別器 / パターン認識 / 画像検索 / パターン検出 / サポートベクターマシン / 性能比較 / 車両検知 / ゴミ焼却炉 / ブレーンコミュニケーション
Research Abstract

Generalization capability of classifiers is generally improved by introducing free parameters. The performance of the camera-based vehicle detection system is improved by using the FCM classifier. The new system was introduced to an underground parking lot in 2009. The system was also tested at an outdoor (rooftop) parking lot for a period of two months and achieved the detection rate (sensitivity) of 99.6%. The classification accuracy on test set, training time and testing time (i. e., detection time) of FCMC are compared with LibSVM by varying the number of training samples.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (39 results)

All 2011 2010 2009 2008

All Journal Article (23 results) (of which Peer Reviewed: 23 results) Presentation (16 results)

  • [Journal Article] 多数のパラメータを用いるファジィc平均識別器の訓練データ数による性能比較2011

    • Author(s)
      市橋秀友, 本多克宏, 野津亮
    • Journal Title

      日本知能情報ファジィ学会誌 23, 2

      Pages: 254-263

    • NAID

      10028090545

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] セミハードクラスタリングとその識別器への応用2010

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌 22, 3

      Pages: 358-367

    • NAID

      10030686916

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] ファジィc平均識別器による駐車場のカメラ方式車両検知システム2010

    • Author(s)
      市橋秀友, 堅田達也, 藤吉誠, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌 22, 5

      Pages: 599-608

    • NAID

      10026982889

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] パラメータ化したFCM識別器のベンチマークテスト2010

    • Author(s)
      市橋秀友, 長浦一哉, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌 22, 5

      Pages: 609-620

    • NAID

      10026982903

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 大規模データのファジィc 平均識器2010

    • Author(s)
      市橋秀友, 野津 亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌 22, 6

      Pages: 792-803

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] セミハードクラスタリングとその識別器への応用2010

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 22 Pages: 358-367

    • NAID

      10030686916

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ファジィc平均識別器による駐車場のカメラ方式車両検知システム2010

    • Author(s)
      市橋秀友, 堅田達也, 藤吉誠, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 22 Pages: 599-608

    • NAID

      10026982889

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] パラメータ化したFCM識別器のベンチマークテスト2010

    • Author(s)
      市橋秀友, 長浦一哉, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 22 Pages: 609-620

    • NAID

      10026982903

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 大規模データのファジィc平均識別器2010

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 22 Pages: 792-803

    • NAID

      130000673550

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement in the Performance of Camera Based Vehicle Detector for Parking Lot2010

    • Author(s)
      H.Ichihashi, T.Katada, M.Fujiyoshi, A.Notsu, K.Honda
    • Journal Title

      Proc.of 2010 IEEE International Conference on Fuzzy Systems

      Pages: 1950-1956

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Semi-hard c-Means Clustering with Application to Classifier Design2010

    • Author(s)
      H.Ichihashi, A.Notsu, K.Honda
    • Journal Title

      Proc.of 2010 IEEE International Conference on Fuzzy Systems

      Pages: 2788-2795

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance Comparison of FCMC and LibSVM for Classification of Large Data Sets2010

    • Author(s)
      H.Ichihashi, K.Nagaura, A.Notsu, K.Honda
    • Journal Title

      Proc.of Joint 5th Int'l Conference on Soft Computing and Intelligent Systems and 11th Int'l Symposium on Advanced Intelligent Systems

      Pages: 228-233

    • NAID

      130005019560

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Shell clustering with hard c-regression models2010

    • Author(s)
      K.Nagaura, H.Ichihashi, A.Notsu, K.Honda
    • Journal Title

      Proc.of Joint 5th Int'l Conference on Soft Computing and Intelligent Systems and 11th Int'l Symposium on Advanced Intelligent Systems

      Pages: 234-238

    • NAID

      130005019562

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy and Semi-hard c-Means Clustering with Application to Classifier Design2010

    • Author(s)
      H.Ichihashi, A.Notsu, K.Honda
    • Journal Title

      Integrated Uncertainty Management and Applications, AISC 68, Springer-Verlag Berlin Heidelberg

      Pages: 465-476

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Vacant Parking Space Detector for Outdoor Parking Lot by Using Surveillance Camera and FCM Classifier2009

    • Author(s)
      H.Ichihashi, A.Notsu, K.Honda, T.Katada, M.Fujiyoshi
    • Journal Title

      Proc.of 2009 IEEE International Conference on Fuzzy Systems

      Pages: 127-134

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Benchmarking Parameterized Fuzzy c-Means Classifier2009

    • Author(s)
      H.Ichihashi, K.Nagaura, A.Notsu, K.Honda
    • Journal Title

      Proc.of 2009 IEEE International Conference on Fuzzy Systems

      Pages: 1137-1144

    • NAID

      10026982903

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Triplet of FCM Classifiers2009

    • Author(s)
      H.Ichihashi, A.Notsu, K.Honda
    • Journal Title

      Proc.of 2009 IEEE International Conference on Fuzzy Systems

      Pages: 1826-1833

    • NAID

      130004591514

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bicycle Parking Lot Vacancy Detector with FFT and FCM Classifier by Using Camera Images2009

    • Author(s)
      K.Nagaura, H.Ichihashi, K.Honda, A.Notsu
    • Journal Title

      Proc.of 10th International Symposium on Advanced Intelligent Systems

      Pages: 171-174

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] FCM Classifier for High-dimensional Data2008

    • Author(s)
      H. Ichihashi
    • Journal Title

      Proc. of 2008 IEEE International Conference on Fuzzy Systems

      Pages: 216-224

    • NAID

      130004730297

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy c-Means Classifier with Particle Swarm Optimization2008

    • Author(s)
      H. Ich ihashi
    • Journal Title

      Proc. of 2008 IEEE International Conference on Fuzzy Systems

      Pages: 207-215

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classifier of BOLD Signals from Active and Inactive Brain States Using FCM Clustering and Evolutionary Algorithms2008

    • Author(s)
      H. Ichihashi
    • Journal Title

      Proc. of 2008 IEEE International Conference on Fuzzy Systems

      Pages: 216-224

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classifier Designs Based on Modified Fuzzy c-Means Partition2008

    • Author(s)
      H. Ichihashi
    • Journal Title

      Proc. of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems

      Pages: 23-28

    • NAID

      130004672915

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ROC Analysis by FCM Classifier with Particle Swarm Optimization2008

    • Author(s)
      H. Ichihashi
    • Journal Title

      Proc. of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems

      Pages: 404-409

    • NAID

      130004672951

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] セミハードクラスタリングとその識別器への応用-大量データでのSVM との比較-2010

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • 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
    • Related Report
      2010 Final Research Report
  • [Presentation] ファジィc 平均識別器による駐車場のカメラ方式車両検知システム2010

    • Author(s)
      市橋秀友, 堅多達也, 藤吉誠, 野津亮, 本多克宏
    • 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
    • Related Report
      2010 Final Research Report
  • [Presentation] セミハードクラスタリングとその識別器への応用 -大量データでのSVMとの比較-2010

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • 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
    • Related Report
      2010 Annual Research Report
  • [Presentation] ハードc-回帰モデルによるシェルクラスタリング2010

    • Author(s)
      長浦一哉, 市橋秀友, 野津亮, 本多克宏
    • 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
    • Related Report
      2010 Annual Research Report
  • [Presentation] ファジィc平均識別器による駐車場のカメラ方式車両検知システム2010

    • Author(s)
      市橋秀友, 堅多達也, 藤吉誠, 野津亮, 本多克宏
    • 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
    • Related Report
      2010 Annual Research Report
  • [Presentation] FCM 識別器のトリプレット2009

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学(茨城県)
    • Year and Date
      2009-07-15
    • Related Report
      2010 Final Research Report
  • [Presentation] 監視カメラとFCM識別器による屋外駐車場の空きスペース検出システム-Park LotD2009

    • Author(s)
      市橋秀友, 野津亮, 本多克宏, 堅多達也, 藤吉誠
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学(茨城)
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] FCM識別器のトリプレット2009

    • Author(s)
      市橋秀友, 野津亮, 本多克宏
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学(茨城)
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] FCM識別器のパラメータ化による性能比較2009

    • Author(s)
      長浦一哉, 市橋秀友, 野津亮, 本多克宏
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学(茨城)
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] カメラ画像を用いたFCM識別器による駐輪場の空き判定2009

    • Author(s)
      長浦一哉, 市橋秀友
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸市産業振興センター(兵庫)
    • Year and Date
      2009-05-20
    • Related Report
      2009 Annual Research Report
  • [Presentation] 粒子群最適化を用いるファジィc平均識別器のパラメータ化2008

    • Author(s)
      市橋 秀友
    • Organizer
      第18回インテリジェントシステムシンポジウム
    • Place of Presentation
      広島
    • Year and Date
      2008-10-22
    • Related Report
      2008 Annual Research Report
  • [Presentation] 粒子群最適化を用いるファジィc 平均識別器2008

    • Author(s)
      市橋秀友, 本多克宏, 野津亮, 太田圭一, 桑本奈歩
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      阪南大学(大阪府)
    • Year and Date
      2008-09-03
    • Related Report
      2010 Final Research Report
  • [Presentation] FCM識別器のトリプレット2008

    • Author(s)
      市橋 秀友
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] 粒子群最適化を用いるファジィc平均識別器2008

    • Author(s)
      市橋 秀友
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] 高次元データのクラスタリングと粒子群最適化を用いるBOLD信号の識別2008

    • Author(s)
      市橋 秀友
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] ごみ焼却炉のCO発生を抑制するためのROC分析-PSOによる最適化2008

    • Author(s)
      市橋 秀友
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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