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Studies on statistical analysis process of lifetime information

Research Project

Project/Area Number 15300091
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionOsaka University

Principal Investigator

SHIRAHATA Shingo  Osaka University, Graduate School of Engineering Science, Professor, 大学院・基礎工学研究科, 教授 (10037294)

Co-Investigator(Kenkyū-buntansha) SAKAMOTO Wataru  Osaka University, Graduate School of Engineering Science, Associate Professor, 大学院・基礎工学研究科, 助教授 (70304029)
KUROKI Manabu  Osaka University, Graduate School of Engineering Science, Associate Professor, 大学院・基礎工学研究科, 助教授 (60334512)
SUGIMOTO Tomoyuki  Osaka University, Graduate School of Medicine, Research Assistant, 大学院・医学系研究科, 助手 (70324829)
OHTAKI Megu  Hiroshima University, Research Institute for Radiation Biology and Medicine, Professor, 原爆放射能医科学研究所, 教授 (20110463)
OCHI Yoshimichi  Oita University, Faculty of Engineering, Professor, 工学部, 教授 (60185618)
後藤 昌司  大阪大学, 大学院・基礎工学研究科, 教授 (00273615)
Project Period (FY) 2003 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥14,400,000 (Direct Cost: ¥14,400,000)
Fiscal Year 2005: ¥4,400,000 (Direct Cost: ¥4,400,000)
Fiscal Year 2004: ¥4,200,000 (Direct Cost: ¥4,200,000)
Fiscal Year 2003: ¥5,800,000 (Direct Cost: ¥5,800,000)
KeywordsLifetime / Nonparametrics / Semiparametrics / Robust Estimation / Statistical Graphics / decision trees / Regression Analysis / Spline / 疑似尤度法 / ハザードモデル / 平滑化 / 分散分析法 / ウエーブレット / パス解析 / 放射線暴露 / 超過変動 / 過小変動 / ベキ変換 / Wavelet / スプライン関数 / ノンパラメトリックス / データ適応型解析 / 経時測定データ
Research Abstract

The purpose of this project is to develop statistical tools and methods which are useful to analyze data given in the medical fields, especially, useful to analyze lifetime (survival time or failure time) data and its related fields. If we interpret the lifetime as the time certain event occurs, then we may have data with the same structure in many fields of Reliability, Education, Psychology, Test Theory, Statistical Finance and so on. Hence the methods of lifetime analysis have enormous related fields. Lifetime data is taken by observing every living thing including human beings, animals, fishes and sso on, and due to their large variety the data is widely spread and skewed. Hence it is very difficult to apply classical parametric procedures where the normality of error distribution, the linearity of the mean structure and the homogeneity of error variance are assumed. Thus our attentions are focused on nonparametric procedures, semi-parametric methods, robust statistics and statisti … More cal graphics. Most of them are computer intensive methods.
Head investigator and investigators studied statistical theory, methods and applications of the above procedures. Especially, we published papers and presented at several research meetings on (1)analysis of variance method for longitudinal data, (2)robust estimator based on the notion of depth, (3)decision of Wavelet bases functions by AIC, (4)diagnosis of the homogeneity of variances by spline smoothing, (5)construction of regression models by decision trees, (6)investigation of the properties of power transformations which are proposed to get normality, linearity and homogeneity of variances, (7)estimation of the causal effects, (8)developing computer intensive methods to analyze over-dispersed categorical data, (9)applications of the above procedures.
Furthermore, we had scientific meetings five times. We had many participants including data analysts of private enterprizes. And we had exciting discussion useful both for research workers and data analysts. Less

Report

(4 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • Research Products

    (41 results)

All 2006 2005 2004 Other

All Journal Article (35 results) Publications (6 results)

  • [Journal Article] シミュレーションによる最深回帰推定量の性能評価2006

    • Author(s)
      藤木美江 他
    • Journal Title

      計算機統計学 18(1)(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] Asymptotic properties of estimates of the power-transformation model to bivariate groupted data2006

    • Author(s)
      Hamasaki, T., et al.
    • Journal Title

      Journal of the Japanese Society of Computational Statisitics 18(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] Prediction of individual response to platinum/paclitaxel combination using novel marker genes in overian cancers2006

    • Author(s)
      Komatsu, M., et al.
    • Journal Title

      Molecular Cancer Therapy (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] Properties of estimators for baseline hazard functions in a semiparametric cure model2006

    • Author(s)
      Sugimoto, T., et al.
    • Journal Title

      Annals of the Institute of Statistical Mathematics 58(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] Estimation from pesudo partial likelihood in a semi-parametric cure model2006

    • Author(s)
      Sugimoto, T., et al.
    • Journal Title

      Journal of the Japanese Society of Computational Statisitics 58

      Pages: 33-46

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] The performance evaluation of deepst regression estimator by the simulation.2006

    • Author(s)
      Fujiki, M., et al.
    • Journal Title

      Bulletin of the Computational Statistics of Japan 18-1 (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] Prediction of individual response to platinum/paclitaxel combination using novel marker genes in ovarian cancers.2006

    • Author(s)
      Komatsu, M., et al.
    • Journal Title

      Molecular Cancer Therapy (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] Properties of estimators for baseline hazard functions in a semiparametric cure model.2006

    • Author(s)
      Sugimoto, T., et al.
    • Journal Title

      Annals of the Institute of Statistical Mathematics 58 (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] シミュレーションによる最深回帰推定量の性能評価2006

    • Author(s)
      藤木美江, 他
    • Journal Title

      計算機統計学 18・1(印刷中)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Properties of estimators for baseline hazard functions in a semiparametric cure model.2006

    • Author(s)
      Sugimoto, T., et al.
    • Journal Title

      Annals of the Institute of Statistical Mathematics 58(印刷中)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A placebo-controlled, randomized withdrawal study of sertraline for major depressive disorder in Japan.2006

    • Author(s)
      Kamijima, K., et al.
    • Journal Title

      International Clinical Psychopharmacology 21・1

      Pages: 1-9

    • Related Report
      2005 Annual Research Report
  • [Journal Article] On recovering population's covariance matrix in the presence of selection bias.2006

    • Author(s)
      Kuroki, M., et al.
    • Journal Title

      Biometrika 93(印刷中)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Variance estimators for three probabilities of causation2005

    • Author(s)
      Cai, Z., et al.
    • Journal Title

      Risk Analysis 25

      Pages: 1611-1620

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Counterfactual reasoning in linear structural equation model.2005

    • Author(s)
      Cai, Z., et al.
    • Journal Title

      Uncertainty in Artificial Intelligence 21

      Pages: 77-84

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Power-transformation model to additivity in regression2005

    • Author(s)
      Hamasaki, T., et al.
    • Journal Title

      Behaviometrika 32(2)

      Pages: 111-125

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Effects of a westernized lifestyle on the association between fasying serum nonesterified fatty acids and inslin secetion in Japanese men2005

    • Author(s)
      Kamei, N., et al.
    • Journal Title

      Metabolism Clinical and Experimental 54

      Pages: 713-718

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Bound on the average causal effect in studies with a latent response variables2005

    • Author(s)
      Kuroki, M., et al.
    • Journal Title

      Metrika 61

      Pages: 63-71

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 経時測定データの分散分析2005

    • Author(s)
      滝沢京子 他
    • Journal Title

      応用統計学 33(3)

      Pages: 252-277

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Variance estimators for three probabilities of causation.2005

    • Author(s)
      Cai, Z., et al.
    • Journal Title

      Risk Analysis 25

      Pages: 1611-1620

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Power-transformation model to additivity in regression.2005

    • Author(s)
      Hamasaki, T., et al.
    • Journal Title

      Behaviometrika 32-2

      Pages: 111-125

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Asymptotic properties of estimates of the power-transformation model to bi-variate grouped data2005

    • Author(s)
      Hamasaki, T., et al.
    • Journal Title

      Journal of the Japanese Society of Computational Statistics 18 (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] Effects of a westernized lifestyle on the association between fasting serum nonesterified fatty acids and insulin secretion in Japanese men.2005

    • Author(s)
      Kamei, N., et al.
    • Journal Title

      Metabolism Clinical and Experimental 54

      Pages: 713-718

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Bound on the average causal effect in studies with a latent response variables2005

    • Author(s)
      Kuroki, M.
    • Journal Title

      Metrika 61

      Pages: 63-71

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Estimation from pseudo partial likelihood in a semi-parametric cure model.2005

    • Author(s)
      Sugimoto, T., et al., Goto, M.
    • Journal Title

      Journal of the Japanese Society of Computational Statistics 18

      Pages: 33-46

    • NAID

      110004717661

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Analysis of variance method for longitudinal data.2005

    • Author(s)
      Takizawa, K., et al.
    • Journal Title

      Japanese Journal of Applied Statistics 33-3

      Pages: 257-277

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 経時測定データの分散分析2005

    • Author(s)
      滝沢京子, 他
    • Journal Title

      応用統計学 33・3

      Pages: 257-277

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Estimation from pseudo partial likelihood in a semiparametric cure model.2005

    • Author(s)
      Sugimoto, T., et al.
    • Journal Title

      Journal of the Japanese Society of Computational Statistics 18・1

      Pages: 33-46

    • NAID

      110004717661

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Multi-target models and their application to data analysis of cellular to radiation exposure2005

    • Author(s)
      Arcana, I.M. et al.
    • Journal Title

      Hiroshima Journal of Medical Science 54(印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] AICによるウエーブレット基底関数の選択2004

    • Author(s)
      松嶋優貴 他
    • Journal Title

      応用統計学 33(2)

      Pages: 201-219

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Selecting Wavelet basis functions by AIC.2004

    • Author(s)
      Matsushima, Y., et al.
    • Journal Title

      Japanese Journal of Applied Statistics 33-2

      Pages: 201-219

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] AICによるウエーブレット基底関数の選択2004

    • Author(s)
      松嶋優貴 他
    • Journal Title

      応用統計学 33・2

      Pages: 201-219

    • Related Report
      2004 Annual Research Report
  • [Journal Article] ベキ重み付き平滑化スプラインによる分散均一性の診断2004

    • Author(s)
      坂本 亘
    • Journal Title

      応用統計学 33・1

      Pages: 27-49

    • NAID

      10013540290

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Benefit of valproic acid in suppressing disease progression of ALS model mice2004

    • Author(s)
      Sugai, T. et al.
    • Journal Title

      European Journal of Neuroscience 20

      Pages: 3178-3183

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Selection of identifiability criteria for total effects by using path diagrams2004

    • Author(s)
      Kuroki, M. et al.
    • Journal Title

      Uncertainty in Artificial Intelligence 20

      Pages: 333-340

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 超過・過小変動を含むカテゴリカルデータにおける共変量効果の評価2004

    • Author(s)
      越智義道
    • Journal Title

      計算機統計学 15・2

      Pages: 143-158

    • NAID

      110001235510

    • Related Report
      2004 Annual Research Report
  • [Publications] 白旗慎吾: "AICによるWavelet基底関数の選択"応用統計学. (掲載予定). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 後藤昌司: "統計科学における事例の解剖"応用統計学. (掲載予定). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 越智義道: "超過・過小変動を含むカテゴリカルデータにおける共変量効果の評価"計算機統計学. (掲載予定). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 後藤昌司: "ノンパラメトリック変換の諸型と診断"応用統計学. (掲載予定). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 坂本 亘: "ベキ重み付き平滑化スプラインによる分散均一性の診断"応用統計学. (掲載予定). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Goto, M: "Double power transformation models to additivity and homoscedasticity in regression"Computational Statistics and Data Analysis. (to appear). (2004)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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