Development of semiparmetric trajectory analysis and software fore developmental data analysis

• Project/Area Number: 22830085
• Research Category: Grant-in-Aid for Research Activity Start-up
• Allocation Type: Single-year Grants
• Research Field: Educational psychology
• Research Institution: Senshu University
• Principal Investigator: OKADA Kensuke 専修大学, 人間科学部, 講師 (20583793)
• Project Period (FY): 2010 – 2011
• Project Status: Completed (Fiscal Year 2011)
• Budget Amount: ¥2,938,000 (Direct Cost: ¥2,260,000、Indirect Cost: ¥678,000); Fiscal Year 2011: ¥1,482,000 (Direct Cost: ¥1,140,000、Indirect Cost: ¥342,000); Fiscal Year 2010: ¥1,456,000 (Direct Cost: ¥1,120,000、Indirect Cost: ¥336,000)
• Keywords: セミパラメリックモデル / 信頼性 / 発達データ / 発達心理学 / 軌跡分析 / 階層モデル / ベイズ推定 / 多次元尺度構成法

Research Abstract

There have been many large-scale longitudinal studies of human development recently. Trajectory analysis is one of the most frequently used statistical technique in the analysis of longitudinal data in developmental psychology. In this study, extensions of trajectory analysis is proposed to statistically deal with hierarchical, latent, and asymmetric structure within such longitudinal dataset. Software programs implementing the proposed approach has also been developed and released.

Research Products

• [Journal Article] A Bayesian approach to asymmetric multidimensional scaling (2012)
  • Author(s): 岡田謙介
  • Journal Title: Behaviormetrika Volume: 39巻 Pages: 1-14
  • NAID: 10030119156
  • URL: https://www.jstage.jst.go.jp/article/bhmk/39/1/39_49/_article
  • Peer Reviewed
• [Journal Article] A Bayesian approach to asymmetric multidimensional scaling (2012)
  • Author(s): Okada, K.
  • Journal Title: Behaviormetrika Volume: 39 Pages: 1-14
  • NAID: 10030119156
  • Peer Reviewed
• [Journal Article] Simplification and shift in cognition of political difference : Applying the geometric modeling to the analysis of semantic similarity judgment (2011)
  • Author(s): Kato, J. & Okada, K.
  • Journal Title: PLoS One Volume: 6 Issue: 6 Pages: e20693-e20693
  • DOI: 10.1371/journal.pone.0020693
  • Peer Reviewed
• [Journal Article] クロンバックのαとは何だったのか:信頼性係数のレビューと実データ分析 (2011)
  • Author(s): 岡田謙介
  • Journal Title: 専修人間科学論集心理学篇 Volume: 1巻 Pages: 91-98
• [Journal Article] Bayesian nonmetric successive categories multidimensional scaling (2011)
  • Author(s): Okada, K. & Mayekawa, S.
  • Journal Title: Behaviormetrika Volume: Vol.38 Pages: 17-31
  • NAID: 10028089335
  • URL: https://www.jstage.jst.go.jp/article/bhmk/38/1/38_1_17/_article
  • Peer Reviewed
• [Journal Article] クロンバックのαに代わる信頼性の推定法について (2011)
  • Author(s): 岡田謙介
  • Journal Title: 日本テスト学会誌 Volume: 7巻 Pages: 37-50
  • URL: http://www.jartest.jp/book7-1.html
  • Peer Reviewed
• [Journal Article] クロンバックのαとは何だったのか:信頼性係数のレビューと実データ分析 (2011)
  • Author(s): 岡田謙介
  • Journal Title: 専修人間科学論集 心理学篇 Volume: 1巻 Pages: 91-98
• [Journal Article] クロンバックのαに代わる信頼性の推定法について
  • Author(s): 岡田謙介
  • Journal Title: 日本テスト学会誌 Volume: (印刷中)
  • Peer Reviewed
• [Presentation] Bayesian analysis of asymmetry by the slide-vector model (2012)
  • Author(s): Okada, K.
  • Organizer: 4th Japanese-German Symposium on Classification
  • Place of Presentation: Doshisha University
  • Year and Date: 2012-03-10
• [Presentation] Bayesian inequality constrained multidimensional scaling (2011)
  • Author(s): Okada, K.
  • Organizer: 4th International Conference of the ERCIM WG on Computing and Statistics
  • Place of Presentation: University of London
  • Year and Date: 2011-12-19
• [Presentation] 発達・老化の縦断データ解析のための混合軌跡モデリング (2011)
  • Author(s): 岡田謙介
  • Organizer: 日本心理学会第75回大会
  • Place of Presentation: 日本大学
  • Year and Date: 2011-09-17
• [Presentation] ベイズ推定による非対称MDS (2011)
  • Author(s): 岡田謙介
  • Organizer: 日本行動計量学会第39回大会
  • Place of Presentation: 岡山理科大学
  • Year and Date: 2011-09-14
• [Presentation] 因子分析モデルのaveragingによる信頼性推定 (2011)
  • Author(s): 岡田謙介
  • Organizer: 2011年度統計関連学会連合大会
  • Place of Presentation: 九州大学
  • Year and Date: 2011-09-05
• [Presentation] A Bayesian approach to a symmetric multidimensional scaling (2011)
  • Author(s): Okada, K.
  • Organizer: 58th World Statistics Congress of the International Statistical Institute
  • Place of Presentation: Dublin Convention Centre
  • Year and Date: 2011-08-22
• [Presentation] A Bayesian Approach to Asymmetric Multidimensional Scaling (2011)
  • Author(s): Okada, K.
  • Organizer: 58th World Statistics Congress of the International Statistical Institute
  • Place of Presentation: Dublin Convention Centre
  • Year and Date: 2011-08-22
• [Presentation] 小標本における分散分析の各種効果量について (2011)
  • Author(s): 岡田謙介
  • Organizer: 日本教育心理学会第53回総会
  • Place of Presentation: 札幌市がでる2・7
  • Year and Date: 2011-07-24
• [Presentation] An empirical comparison of methods for estimating reliability (2011)
  • Author(s): Okada, K.
  • Organizer: 17th International Meeting of the Psychometric Society
  • Place of Presentation: Hong Kong Institute of Education
  • Year and Date: 2011-07-20
• [Presentation] 信頼性係数の比較と評価 (2011)
  • Author(s): 岡田謙介
  • Organizer: 日本計算機統計学会第25回大会
  • Place of Presentation: 函館市亀田福祉センター
  • Year and Date: 2011-05-08
• [Presentation] マルチレベルモデルにおける分散母数の階層化 (2010)
  • Author(s): 岡田謙介・北村哲史・前川眞一
  • Organizer: 日本行動計量学会第38回大会
  • Place of Presentation: 埼玉大学
  • Year and Date: 2010-09-24
• [Book] 伝えるための心理統計:効果量・信頼区間・検定力 (2012)
  • Author(s): 大久保街亜・岡田謙介
  • Total Pages: 215
  • Publisher: 勁草書房
• [Remarks]