• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Reinforcement of Statistical Aspect of Causal Inference based on Counterfacturals and its Application.

Research Project

Project/Area Number 19700262
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

KUROKI Manabu  Osaka University, 基礎工学研究科, 准教授 (60334512)

Research Collaborator PEARL Judea  UCLA, Cgnitive System Lab, Professor
TIAN Jin  Iowa State University, Computer Science Dep., Assistant Prof.
CAI Zhihong  日本イーライリリー株式会社, 臨床開発部, アソシエイト
GENG Zhi  北京大学, 数学科学研究院, 教授
CHAN Hei  統計数理研究所, データ科学研究系, 特任研究員 (10601213)
SANO Natsuki  大阪大学, サイバーメディアセンター, 特任助教 (60568971)
Project Period (FY) 2007 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,990,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2010: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2009: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2008: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2007: ¥1,000,000 (Direct Cost: ¥1,000,000)
Keywords構造モデル / 因果的効果 / 反事実モデル / 線型構造方程式モデル / 併合可能性 / 代用特性 / 事実モデル / ケースコントロール研究 / 非逐次型構造方程式モデル / 介入効果 / 未観測交絡因子 / ハンティング現象 / 線形計画法
Research Abstract

In this research, I considered evaluating causal effects in the non-identification problems of causal effects : the probabilities of causation, case-control studies, measurement error problems. To solve the problems, I formulated the sharp bounds on the causal effects using the potential outcome approach and linear programming methods. In addition, in the framework of linear structural equation models, I formulated the change of the variance of the response when conducting an imperfect control plan.

Report

(6 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report   Self-evaluation Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (74 results)

All 2011 2010 2009 2008 2007

All Journal Article (27 results) (of which Peer Reviewed: 26 results) Presentation (45 results) Book (2 results)

  • [Journal Article] 無向独立グラフに基づく線形回帰モデルにおける弱併合可能条件2011

    • Author(s)
      黒木学・水関裕人
    • Journal Title

      品質 (印刷中)

    • NAID

      110008608064

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Statistical analysis of "probabilities of causation" using covariate information2011

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

      Scandinavian Journal of Statistics (掲載決定)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 無向独立グラフに基づく線形回帰モデルにおける弱併合可能条件2011

    • Author(s)
      黒木学・水関裕人
    • Journal Title

      品質誌

      Volume: 41(印刷中)

    • NAID

      110008608064

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An extended set of graphical criteria for the identification of direct causal effects in linear SEMs2010

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

      Artificial Intelligence and Statistics 13

      Pages: 73-80

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 線形構造方程式モデルに基づく因果効果のグラフィカル識別可能条件2010

    • Author(s)
      黒木学・陳希
    • Journal Title

      人工知能学会誌 25

      Pages: 819-825

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sharp bounds on causal effects in case-control/cohort studies2010

    • Author(s)
      M.Kuroki, Z.Cai, Z.Geng
    • Journal Title

      Biometrika 97

      Pages: 123-132

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 無向独立グラフによるI因子モデルの特徴づけとその応用2010

    • Author(s)
      黒木学・渡邉創人
    • Journal Title

      品質 40

      Pages: 55-63

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] An extended set of graphical criteria for the identification of direct causal effects in linear SEMs2010

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

      Artificial Intelligence and Statistics

      Volume: 13 Pages: 73-80

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 線形構造方程式モデルに基づく因果効果のグラフィカル識別可能条件2010

    • Author(s)
      黒木学・陳希
    • Journal Title

      人工知能学会誌

      Volume: 25 Pages: 819-825

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sharp Bounds on Causal Effects in Case-Control/Cohort Studies.2010

    • Author(s)
      M. Kuroki, Z. Cai, Z. Geng
    • Journal Title

      Biometrika (in press)

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Sharp Bounds on Causal Effects in Case-Control/Cohort Studies2010

    • Author(s)
      M.Kuroki, Z.Cai, Z.Geng
    • Journal Title

      Biometrika (In press)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Formulating tightest bounds on causal effects in studies with unmeasured confounders2008

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

      Statistics in Medicine 27

      Pages: 6597-6611

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 分散に対する因果効果の定量的評価と工程解析への応用2008

    • Author(s)
      黒木学
    • Journal Title

      品質 38

      Pages: 87-98

    • NAID

      110006862147

    • Related Report
      2010 Final Research Report 2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bounds on direct effects in the presence of confounded intermediate variables.2008

    • Author(s)
      Z.Cai, M.Kuroki, J.Pearl, J.Tian
    • Journal Title

      Biometrics 64

      Pages: 695-701

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] On identifying total effects in the presence of latent variables and selection bias2008

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

      Uncertainty in Artificial Intelligence 24

      Pages: 62-69

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] The evaluation of causal effects in studies with an unobserved exposure/outcome Variable : Bounds and Identification2008

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

      Uncertainty in Artificial Intelligence 24

      Pages: 333-340

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Bounds on direct effects in the presence of confounded intermediate variables.2008

    • Author(s)
      Z. Cai, M. Kuroki, J. Pearl, J. Tian
    • Journal Title

      Biometrics 64

      Pages: 695-701

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Formulating Tightest Bounds on Causal Effects in Studies with Unmeasured Confounders2008

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

      Statistics in Medicine 27

      Pages: 6597-6611

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Evaluation of Causal Effects in Studies with an Unobserved Exposure/Outcome Variable : Bounds and Identification2008

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

      Uncertainty in Artificial Intelligence 24

      Pages: 333-340

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of the causal effect of control plans in non-recursive structural equation models2007

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

      Uncertainty in Artificial Intelligence 23

      Pages: 227-234

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 未観測交絡因子が存在する場合の総合効果の識別可能条件2007

    • Author(s)
      黒木学
    • Journal Title

      応用統計学 36

      Pages: 71-85

    • NAID

      10020017956

    • Related Report
      2010 Final Research Report 2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonparametric bounds of treatment effects with noncompliance by covariate adjustment2007

    • Author(s)
      Z.Cai, M.Kuroki, T.Sato
    • Journal Title

      Statistics in Medicine 26

      Pages: 3188-3204

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 統計的因果推論---因果的効果の識別可能問題におけるベイジアンネットワークの役割---2007

    • Author(s)
      黒木学
    • Journal Title

      人工知能学会誌 22

      Pages: 328-335

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Graphical identifiability criteria for average causal effects in studies with an unobserved treatment/response variable2007

    • Author(s)
      M.Kuroki
    • Journal Title

      Biometrika 94

      Pages: 37-47

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Graphical Identifiability Criteria for Average Causal Effects in Studies with an Unobserved Treatment/ Response Variable2007

    • Author(s)
      M. Kuroki
    • Journal Title

      Biometrika 94

      Pages: 37-47

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Evaluation of the Causal Effect of Control Plans in Non-Recursive Structural Equation Models2007

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

      Uncertainty in Artificial Intelligence 23

      Pages: 227-234

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bounds on direct effects in the presence of confounded intermediate variables2007

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

      UCLA Cognitive Systems Laboratory R-335(N/A)

    • Related Report
      2007 Annual Research Report
  • [Presentation] 統計的因果推論2011

    • Author(s)
      黒木学
    • Organizer
      第8回知識創造支援システム・シンポジウム「知の創造への数理科学的接近」
    • Place of Presentation
      北陸先端科学技術大学
    • Year and Date
      2011-02-26
    • Related Report
      2010 Final Research Report
  • [Presentation] 統計的因果推論2011

    • Author(s)
      黒木学
    • Organizer
      第8回知識創造支援システム・シンポジウム
    • Place of Presentation
      北陸先端科学技術大学院大学(招待講演)
    • Year and Date
      2011-02-26
    • Related Report
      2010 Annual Research Report
  • [Presentation] Statistical inference of natural direct and indirect effects and its application2010

    • Author(s)
      F.Kobayashi, M.Kuroki
    • Organizer
      The 1^<st> International Workshop on Advanced Methodologies for Bayesian Networks
    • Place of Presentation
      東京工業大学
    • Year and Date
      2010-11-19
    • Related Report
      2010 Final Research Report
  • [Presentation] 1因子モデルの無向独立グラフによる特徴づけとその応用-その2-2010

    • Author(s)
      渡邊創人・黒木学
    • Organizer
      日本品質管理学会第40回研究発表会
    • Place of Presentation
      成城大学
    • Year and Date
      2010-10-30
    • Related Report
      2010 Final Research Report
  • [Presentation] 線形回帰モデルにおける弱併合可能条件について2010

    • Author(s)
      水関裕人・黒木学
    • Organizer
      日本品質管理学会第40回研究発表会
    • Place of Presentation
      成城大学
    • Year and Date
      2010-10-30
    • Related Report
      2010 Final Research Report
  • [Presentation] MTシステムのカーネル化とその応用2010

    • Author(s)
      佐野夏樹・小林悠太・黒木学
    • Organizer
      日本品質管理学会第40回研究発表会
    • Place of Presentation
      成城大学
    • Year and Date
      2010-10-30
    • Related Report
      2010 Final Research Report
  • [Presentation] Kernel MT System and its application2010

    • Author(s)
      N.Sano, Y.Kobayashi, M.Kuroki
    • Organizer
      The 8^<th> ANQ Quality Congress
    • Place of Presentation
      JIIT, New Delhi, India
    • Year and Date
      2010-10-21
    • Related Report
      2010 Final Research Report
  • [Presentation] 測定誤差データを利用した自然な因果効果に基づく代替エンドポイントの評価2010

    • Author(s)
      黒木学
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-09-08
    • Related Report
      2010 Final Research Report
  • [Presentation] Generalization of identifiability criteria for causal effects in linear structural equation models2010

    • Author(s)
      H.Chan, M.Kuroki
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-09-07
    • Related Report
      2010 Final Research Report
  • [Presentation] Natural Causal Effectを用いた複数の代替エンドポイントの評価2010

    • Author(s)
      小林史明・黒木学
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-09-06
    • Related Report
      2010 Final Research Report
  • [Presentation] Selection of graphical identifiability criteria for causal effects2010

    • Author(s)
      M.Kuroki
    • Organizer
      The 30^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      Montpellier Sup Agro, Montpellier, France
    • Year and Date
      2010-08-30
    • Related Report
      2010 Final Research Report
  • [Presentation] Graphical identification of linear causal effects2009

    • Author(s)
      黒木学
    • Organizer
      人工知能学会第75回人工知能基本問題研究会「ベイジアン・ネットワークと応用および一般」
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-11-13
    • Related Report
      2010 Final Research Report
  • [Presentation] Graphical Identification of Linear Causal Effects2009

    • Author(s)
      黒木学
    • Organizer
      人工知能学会第75回人工知能基本問題研究会「ベイジアン・ネットワークと応用および一般」
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-11-13
    • Related Report
      2009 Annual Research Report
  • [Presentation] An extended set of graphical criteria for the identification of direct causal effects in linear SEMs2009

    • Author(s)
      陳希・黒木学
    • Organizer
      日本品質管理学会第39回年次大会研究発表会
    • Place of Presentation
      大阪大学
    • Year and Date
      2009-10-31
    • Related Report
      2010 Final Research Report
  • [Presentation] An Extended Set of Graphical Criteria for the Identification of Direct Causal Effects in Linear SEMs2009

    • Author(s)
      陳希・黒木学
    • Organizer
      日本品質管理学会第36回年次大会研究発表会
    • Place of Presentation
      大阪大学
    • Year and Date
      2009-10-31
    • Related Report
      2009 Annual Research Report
  • [Presentation] Extending the use of instrumental variables for the identification of direct causal effects in SEMs2009

    • Author(s)
      H.Chan, M.Kuroki
    • Organizer
      第12回情報論的学習理論ワークショップ
    • Place of Presentation
      九州大学
    • Year and Date
      2009-10-20
    • Related Report
      2010 Final Research Report
  • [Presentation] Extending the Use of Instrumental Variables for the Identification of Direct Causal Effects in SEMs2009

    • Author(s)
      H.Chan, M.Kuroki
    • Organizer
      第12回情報論的学習理論ワークショップ(IBIS2009)
    • Place of Presentation
      九州大学
    • Year and Date
      2009-10-19
    • Related Report
      2009 Annual Research Report
  • [Presentation] 未観測交絡因子が存在する場合の総合効果の識別可能条件2009

    • Author(s)
      黒木学
    • Organizer
      2009年度統計関連学会連合大会
    • Place of Presentation
      同志社大学
    • Year and Date
      2009-09-08
    • Related Report
      2010 Final Research Report 2009 Annual Research Report 2009 Self-evaluation Report
  • [Presentation] 因果効果の評価2009

    • Author(s)
      黒木学
    • Organizer
      2009年統計数理研究所夏期大学院「実験研究および観察研究における因果推論」
    • Place of Presentation
      統計数理研究所,東京都
    • Year and Date
      2009-08-27
    • Related Report
      2010 Final Research Report
  • [Presentation] Covariate selection for estimating the standardized risk ratio/risk difference using causal diagrams2009

    • Author(s)
      Z.Cai
    • Organizer
      The 30^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      University of Econometrics, Prague, Czech Republic
    • Year and Date
      2009-08-25
    • Related Report
      2010 Final Research Report
  • [Presentation] 因果効果の評価2009

    • Author(s)
      M.Kuroki, Z.Cai
    • Organizer
      2009年度統計数理研究所夏期大学院「実験研究および観察研究における因果推論」
    • Place of Presentation
      統計数理研究所
    • Year and Date
      2009-08-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] Covariate Selection for Estimating the Standardized Risk Ratio/Risk Difference using Causal Diagrams2009

    • Author(s)
      M.Kuroki, Z.Cai
    • Organizer
      The 30^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      プラハ,チェコ
    • Year and Date
      2009-08-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] 1因子モデルの無向独立グラフによる特徴づけとその応用2009

    • Author(s)
      渡邊創人・黒木学
    • Organizer
      日本品質管理学会第89回研究発表会
    • Place of Presentation
      日本科学技術連盟,東京都
    • Year and Date
      2009-05-30
    • Related Report
      2010 Final Research Report
  • [Presentation] 因果リスク比推定のための共変量選択基準について2009

    • Author(s)
      野見山修二・黒木学
    • Organizer
      日本品質管理学会第89回研究発表会
    • Place of Presentation
      日本科学技術連盟,東京都
    • Year and Date
      2009-05-30
    • Related Report
      2010 Final Research Report
  • [Presentation] 因果リスク比推定のための共変量選択基準について2009

    • Author(s)
      野見山修二・黒木学
    • Organizer
      日本品質管理学会第89回研究発表会
    • Place of Presentation
      日本科学技術連盟
    • Year and Date
      2009-05-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] 1因子モデルの無向独立グラフによる特徴づけとその応用2009

    • Author(s)
      渡邊創人・黒木学
    • Organizer
      日本品質管理学会第89回研究発表会
    • Place of Presentation
      日本科学技術連盟
    • Year and Date
      2009-05-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] 因果モデリング研究の最前線2008

    • Author(s)
      黒木学
    • Organizer
      人工知能学会第72回人工知能基本問題研究会「ベイジアンネット,ヒューマンモデリング」(SIG-FPAI)
    • Place of Presentation
      電気通信大学,大阪
    • Year and Date
      2008-11-07
    • Related Report
      2010 Final Research Report
  • [Presentation] 因果モデリング研究の最前線2008

    • Author(s)
      黒木学
    • Organizer
      人工知能学会第72回人工知能基本問題研究会「ベイジアンネット, ヒューマンモデリング」(SIG-FPAI)
    • Place of Presentation
      電気通信大学
    • Year and Date
      2008-11-07
    • Related Report
      2009 Self-evaluation Report
  • [Presentation] 交絡・選択バイアスデータに基づく因果効果の推定について2008

    • Author(s)
      黒木学
    • Organizer
      日本品質管理学会第88回研究発表会
    • Place of Presentation
      中央電気倶楽部,大阪
    • Year and Date
      2008-09-19
    • Related Report
      2010 Final Research Report
  • [Presentation] 交絡・選択バイアスデータに基づく因果効果の推定について2008

    • Author(s)
      黒木学
    • Organizer
      日本品質管理学会第88回研究発表会
    • Place of Presentation
      中央電気倶楽部
    • Year and Date
      2008-09-19
    • Related Report
      2008 Annual Research Report
  • [Presentation] On identifying total effects in the presence of latent variables and selection bias2008

    • Author(s)
      M.Kuroki, Z.Cai
    • Organizer
      The 29^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      The School of Architecture, Copenhagen, Denmark
    • Year and Date
      2008-08-18
    • Related Report
      2010 Final Research Report
  • [Presentation] Bounding methods for evaluating the performance of a medical diagnostic test2008

    • Author(s)
      Z.Cai, A.Kada, M.Kuroki
    • Organizer
      The 29^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      The School of Architecture, Copenhagen, Denmark
    • Year and Date
      2008-08-18
    • Related Report
      2010 Final Research Report
  • [Presentation] Identification of causal effects in the presence of unmeasured confounders between an exposure and an outcome2008

    • Author(s)
      M.Kuroki
    • Organizer
      The 1^<st> International conference on statistics in biopharmaceutics
    • Place of Presentation
      Jian Guo Hotel, Shanghai, China
    • Year and Date
      2008-07-01
    • Related Report
      2010 Final Research Report
  • [Presentation] Identification of Causal Effects in the Presence of Unmeasured Confounders between an Exposure and an Outcome.2008

    • Author(s)
      Kuroki, M.
    • Organizer
      The 1st International Conference on Statistics in Biopharmaceutics
    • Place of Presentation
      Jian Guo hotel, Shanghai
    • Year and Date
      2008-07-01
    • Related Report
      2009 Self-evaluation Report
  • [Presentation] Local learning of causal structures based on kernel association measures2008

    • Author(s)
      J.Yin, Z.Geng, M.Kuroki, Z.Cai
    • Organizer
      The 2008 IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Hong Kong Convention and Exhibition Centre, Hong Kong, China
    • Year and Date
      2008-06-03
    • Related Report
      2010 Final Research Report
  • [Presentation] Partial orientation and local structural learning of dags for prediction2008

    • Author(s)
      J.Yin, Z.Geng, M.Kuroki, Z.Cai
    • Organizer
      The 2008 IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Hong Kong Convention and Exhibition Centre, Hong Kong, China
    • Year and Date
      2008-06-03
    • Related Report
      2010 Final Research Report
  • [Presentation] Introduction to statistical causal inference2007

    • Author(s)
      M.Kuroki
    • Organizer
      International workshop on the interface between statistical causal inference and Bayesian networks
    • Place of Presentation
      東京工業大学
    • Year and Date
      2007-11-03
    • Related Report
      2010 Final Research Report
  • [Presentation] Causal inference in dynamic systems2007

    • Author(s)
      R.Shingaki, M.Kuroki
    • Organizer
      The 5^<th> ANQ Quality Congress
    • Place of Presentation
      ハイアットリージェンシー仁川,仁川,韓国
    • Year and Date
      2007-10-27
    • Related Report
      2010 Final Research Report
  • [Presentation] Evaluating treatment effects with instrumental variables2007

    • Author(s)
      Z.Cai, M.Kuroki
    • Organizer
      The 9^<th> Japan-China Joint Symposium on Statistics
    • Place of Presentation
      北海道大学
    • Year and Date
      2007-09-26
    • Related Report
      2010 Final Research Report
  • [Presentation] Nonparametric bounds for causal effects with a latent response2007

    • Author(s)
      M.Kuroki, Z.Cai
    • Organizer
      The 9^<th> Japan-China Joint Symposium on Statistics
    • Place of Presentation
      北海道大学
    • Year and Date
      2007-09-26
    • Related Report
      2010 Final Research Report
  • [Presentation] 非逐次的線形構造方程式に基づく条件付き介入効果の定式化と工程解析への応用2007

    • Author(s)
      黒木学
    • Organizer
      日本品質管理学会第85回研究発表会
    • Place of Presentation
      中央電気倶楽部,大阪府
    • Year and Date
      2007-09-21
    • Related Report
      2010 Final Research Report
  • [Presentation] 非逐次的線形構造方程式に基づく条件付き介入効果の定式化と工程解析への応用2007

    • Author(s)
      黒木学
    • Organizer
      日本品質管理学会第85回研究発表会発表要旨集
    • Place of Presentation
      中央電気倶楽部
    • Year and Date
      2007-09-21
    • Related Report
      2007 Annual Research Report
  • [Presentation] New estimators for treatment effects in the presence of noncompliance2007

    • Author(s)
      Z.Cai, M.Kuroki
    • Organizer
      The 28^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      Tharaki Palace Hotel, Alexandroupolis, Greece
    • Year and Date
      2007-08-01
    • Related Report
      2010 Final Research Report
  • [Presentation] Bounds of average causal effects in studies with unmeasured confounders2007

    • Author(s)
      M.Kuroki, Z.Cai
    • Organizer
      The 28^<th> Annual Conference of the International Society for Clinical Biostatistics
    • Place of Presentation
      Tharaki Palace Hotel, Alexandroupolis, Greece
    • Year and Date
      2007-07-30
    • Related Report
      2010 Final Research Report
  • [Presentation] Bounds on the causal effects in studies with a latent response variable2007

    • Author(s)
      黒木学・蔡志紅
    • Organizer
      日本人工知能学会第21回全国大会
    • Place of Presentation
      ワールドコンベンションセンターサミット宮崎
    • Year and Date
      2007-06-22
    • Related Report
      2010 Final Research Report
  • [Book] 統計的因果推論-モデル・推論・推測-2009

    • Author(s)
      黒木学
    • Total Pages
      424
    • Publisher
      共立出版
    • Related Report
      2010 Final Research Report 2009 Self-evaluation Report
  • [Book] 統計的因果推論-モデル, 推論, 推測-2009

    • Author(s)
      黒木学
    • Total Pages
      424
    • Publisher
      共立出版
    • Related Report
      2008 Annual Research Report

URL: 

Published: 2007-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi