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Practical Algorithms for Knowledge Discovery from High-Dimensional Data based on Computational Geometry

Research Project

Project/Area Number 17500007
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Fundamental theory of informatics
Research InstitutionKyoto University

Principal Investigator

KATOH Naoki  Kyoto University, Graduate School of Engineering, Professor, 工学研究科, 教授 (40145826)

Co-Investigator(Kenkyū-buntansha) TAKIZAWA Atsushi  Kyoto University, Graduate School of Engineering, Assistant Professor, 工学研究科, 助手 (40304133)
Project Period (FY) 2005 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥2,800,000 (Direct Cost: ¥2,800,000)
Fiscal Year 2006: ¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 2005: ¥1,500,000 (Direct Cost: ¥1,500,000)
KeywordsComputational Geometry / Region Dividing / Analysis of Computational Effort / Geometric Form Extraction / Knowledge Discovery / 多次元領域分割 / ガラス開口部検出 / 購買者予測 / 避難所割り当て / 多目的計画 / ピラミッドアルゴリズム / 広域避難計画
Research Abstract

In this project, we studied the problem of detecting geometric objects and that of region partition for 2-and 3-dimensional data. We developed algorithms for these problems whose running time is practically acceptable, based on the techniques of computational geometry. Our research results are summarized as follows.
Algorithms for detecting basic geometric objects and for 2-d and k-d partitioning problem
(a)We studied the problem of decomposing the rectangular region consisting of weighted pixels into k subrectangles such that each subregion contains exactly one specified point. For this problem, we developed an 0(n^2.5) time algorithm where n is the number of pixels.
(b)Based on the existing exact algorithm for finding an optimal region such that the region to be detected is limited to either x-monotone, xy-monotone or rectangle region, and the one for constructing a pyramid from a terrain developed by the project leader, we have developed an algorithm for data partitioning for the use o … More f decision trees and decision rules.
(c)We have developed an algorithm that enumerates efficient solutions for three-objective optimization problems, based on hand-proving method.
Experiments from practical viewpoints
(d)We have performed computational experiments of an algorithm developed in (a), aiming at the application to evacuation problem in urban areas.
(e)We have developed the algorithm for recognizing glass openings on a building facade from architectural photographs, and another image recognition algorithm, based on an algorithm developed in (b).
(f)We have developed a model predicting remaining strength of membrane materials for pavilions, based on an algorithm developed in (b), and examined its accuracy.
(g)We have developed a model predicting the customer of condominiums from the questionnaire intended for visitors to model houses, based on an algorithm developed in (b), and examined its accuracy.
(h)We have developed a model extracting the place where street crimes often happened from GIS data, based on an algorithm developed in (b), and examined its accuracy.
(i)We have incorporated an algorithm developed in (c) to the evolutionally heuristics and applied it to the problem of assigning regions to evacuation centers against natural great disaster. Less

Report

(3 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • Research Products

    (23 results)

All 2007 2006 2005

All Journal Article (21 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] 航空写真からの屋根種類判別と稜線認識に関する研究-明度分布の曲線近似と平面回帰による2段階判別法の構築-2007

    • Author(s)
      具源龍, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会環境系論文集 611

      Pages: 99-105

    • NAID

      110006151897

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 画像解析・画像認識による膜材料劣化状況の自動診断技術の開発2007

    • Author(s)
      柳室 純, 具 源龍, 瀧澤重志, 加藤直樹, 豊田 宏, 小田憲史
    • Journal Title

      膜構造研究論文集2006

      Pages: 71-82

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Risk Discovery of Car-Related Crimes from Urban Spatial Attributes Using Emerging Patterns2007

    • Author(s)
      A.Takizawa, F.Kawaguchi, N.Katoh, K.Mori, K.Yoshida
    • Journal Title

      KES Journal : Special Issue of "Intelligent Systems with Chance Discovery" (to appear)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] A Study on Discriminating Roof Types from Aerial Image2007

    • Author(s)
      W.Koo, A.Takizawa, N.Katoh
    • Journal Title

      Journal of Environmental Engineering 611

      Pages: 99-105

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Development of Automatic Diagnostic System for Deteriorated Membrane Materials with Image Analysis and Image Recognition2007

    • Author(s)
      J.Yanagimuro, W.Koo, A.Takizawa, N.Katoh, H.Toyoda, J.Fujiwara, K.Oda
    • Journal Title

      Research Report on Membrane Structures2006 20

      Pages: 71-82

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 航空写真からの屋根種類判別と稜線認識に関する研究-明度分布の曲線近似と平面回帰による2段階判別法の構築-2007

    • Author(s)
      具源龍, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会環境系論文集 601号

      Pages: 99-105

    • NAID

      110006151897

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Risk Discovery of Car-Related Crimes from Urban Spatial Attributes Using Emerging Patterns2007

    • Author(s)
      Atsushi Takizawa, Fumie Kawaguchi, Naoki Katoh, Kenji Mori, Kazuo Yoshida
    • Journal Title

      KES Journal : Special Issue of "Intelligent Systems with Chance Discovery" (to appear)

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 建築画像からの建築構成要素の認識手法に関する研究ベイズ判別によるガラス開口部の認識2006

    • Author(s)
      具源龍, 横田隆志, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会総合論文誌 4

      Pages: 123-127

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Polyline Fitting of Planar Points under Min-Sum Criteria2006

    • Author(s)
      B.Aronov, T.Asano, N.Katoh, K.Mehlhorn, T.Tokuyama
    • Journal Title

      International Journal of Computational Geometry & Applications 16(2-3)

      Pages: 97-116

    • NAID

      120001479084

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 民間分譲マンションのモデルルーム来場者アンケートからの購買者の予測と分析2006

    • Author(s)
      若野洋平, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会環境系論文集 606

      Pages: 81-88

    • NAID

      110004761925

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Emerging Patterns を用いた都市の車両犯罪の発生に関する分析2006

    • Author(s)
      瀧澤重志, 川口史恵, 加藤直樹, 森 健治, 吉田和生
    • Journal Title

      FIT2006 第5回情報科学技術レターズ

      Pages: 419-421

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Image Recognition Method on Architectural Components from Architectural Photographs Glass Openings Recognition Based on Bayes Classification2006

    • Author(s)
      W.Koo, T.Yokota, A.Takizawa, N.Katoh
    • Journal Title

      New Frontiers of Architecture and Urbanism in Information Driven Society

      Pages: 123-128

    • NAID

      110006346389

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Prediction and Analysis on Customers of Apartments Supplied by A Private Enterprise from Questionnaires in Model Rooms2006

    • Author(s)
      Y.Wakano, A.Takizawa, A.Takizawa
    • Journal Title

      Journal of Environmental Engineering 606

      Pages: 81-88

    • NAID

      110004761925

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 民間分譲マンションのモデルルーム来場者アンケートからの購買者の予測と分析2006

    • Author(s)
      若野洋平, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会環境系論文集 606号

      Pages: 81-88

    • NAID

      110004761925

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Emerging Patterns を用いた都市の車両犯罪の発生に関する分析2006

    • Author(s)
      瀧澤重志, 川口史恵, 加藤直樹, 森健治, 吉田和生
    • Journal Title

      FIT2006 第5回情報科学技術レターズ

      Pages: 419-421

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Polyline Fitting of Planar Points under Min-Sum Criteria2006

    • Author(s)
      Boris Aronov, Tetsuo Asano, Naoki Katoh, Kurt Mehlhorn, Takeshi
    • Journal Title

      International Journal of Computational Geometry & Applications 16 (2-3)

      Pages: 97-116

    • NAID

      120001479084

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 建築画像からの建築構成要素の認識手法に関する研究 ベイズ判別によるガラス開口部の認識2006

    • Author(s)
      具源龍, 横田隆心, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会総合論文誌 第4号

      Pages: 123-127

    • Related Report
      2005 Annual Research Report
  • [Journal Article] データマイニング手法を用いた建築プロジェクトの工事費予測モデルの提案、データ加工による精度の向上を目指して2005

    • Author(s)
      具源龍, 加藤直樹
    • Journal Title

      日本建築学会環境系論文集 598

      Pages: 79-85

    • NAID

      110004788045

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] A Study on Predicting Model for Construction Project by Data Mining Method : Aiming at improving prediction precision through data modification2005

    • Author(s)
      W.Koo, N.Katoh
    • Journal Title

      Journal of Environmental Engineering 598

      Pages: 78-82

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] ベイズ判別による建築画像からのガラス開口部の認識手法に関する研究2005

    • Author(s)
      横田隆志, 川口史恵, 瀧澤重志, 加藤直樹
    • Journal Title

      日本建築学会大会学術講演梗概集 A-2

      Pages: 477-478

    • Related Report
      2005 Annual Research Report
  • [Journal Article] マンションモデルルーム来場者アンケートに基づく購買予測モデルの開発2005

    • Author(s)
      瀧澤重志, 若野洋平, 加藤直樹
    • Journal Title

      日本建築学会大会学術講演梗概集 A-2

      Pages: 555-556

    • Related Report
      2005 Annual Research Report
  • [Patent(Industrial Property Rights)] 判定装置、判定システム、判定方法、及びコンピュータープログラム2007

    • Inventor(s)
      加藤直樹 他4名
    • Industrial Property Rights Holder
      太陽工業株式会社
    • Industrial Property Number
      2007-022491
    • Filing Date
      2007-01-31
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Patent(Industrial Property Rights)] 判定装置、判定システム、判定方法、及びコンピュータープログラム2007

    • Inventor(s)
      加藤直樹他4名
    • Industrial Property Rights Holder
      太陽工業株式会社
    • Industrial Property Number
      2007-022491
    • Filing Date
      2007-01-31
    • Related Report
      2006 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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