Concepedia

Time-varying Effect Estimation

Time-Varying Effect Estimation is a statistical modeling approach that specifies the dynamic influence of predictor variables on an outcome variable over time, distinguishing itself by explicitly allowing the magnitude and direction of causal effects to evolve non-statically within longitudinal observational or experimental data.

84

Publications

6.3K

Citations

196

Authors

132

Institutions

Publications per year

2017–2026

36

Parents

Publications

84

<b>mgm</b>: Estimating Time-Varying Mixed Graphical Models in High-Dimensional Data

Jonas M B Haslbeck, Lourens Waldorp · Journal of Statistical Software · 2020 · 724 citations · Full text

, , +12

Microrandomized trials: An experimental design for developing just-in-time adaptive interventions.

Predrag Klasnja, Eric B. Hekler, Saul Shiffman et al. · Health Psychology · 2015 · 707 citations · Full text

, , +17

Persons as Contexts: Evaluating Between-Person and Within-Person Effects in Longitudinal Analysis

Lesa Hoffman, Robert S. Stawski · Research in Human Development · 2009 · 649 citations

, , +15

A time-varying effect model for intensive longitudinal data.

Xianming Tan, Mariya Shiyko, Runze Li et al. · Psychological Methods · 2011 · 324 citations

, , +15

Variable Selection in Nonparametric Varying-Coefficient Models for Analysis of Repeated Measurements

Lifeng Wang, Hongzhe Li, Jianhua Z. Huang · Journal of the American Statistical Association · 2008 · 306 citations · Full text

, , +14

1–5 of 84

Authors

196

  1. RL
    Runze Li

    Pennsylvania State University, United States

    6 publications · 598 citations

    6

    h-index

  2. DA
    Daniel Almirall

    University of Michigan, United States

    5 publications · 975 citations

    5

    h-index

  3. SA
    Susan A. Murphy

    University of Michigan, United States

    5 publications · 975 citations

    5

    h-index

  4. MS
    Mariya Shiyko

    Northeastern University, United States

    4 publications · 535 citations

    4

    h-index

  5. ST
    Stephanie T. Lanza

    Pennsylvania State University, United States

    3 publications · 239 citations

    3

    h-index

1–5 of 196

Institutions

132

  1. Pennsylvania State University

    State College, United States

    11 h-index

    20 publications

    2.1K citations

  2. University of Pittsburgh

    Pittsburgh, United States

    5 h-index

    9 publications

    1.1K citations

  3. University of Michigan

    Ann Arbor, United States

    4 h-index

    12 publications

    4.1K citations

  4. Arizona State University

    Tempe, United States

    3 h-index

    5 publications

    760 citations

  5. Northeastern University

    Boston, United States

    3 h-index

    4 publications

    257 citations

  6. European Central Bank

    Frankfurt am Main, Germany

    3 h-index

    3 publications

    51 citations

  7. Ludwig-Maximilians-Universität München

    Munich, Germany

    3 h-index

    3 publications

    44 citations

  8. Central South University

    Changsha, China

    3 h-index

    10 publications

    426 citations

1–8 of 132

Venues

  1. SSRN Electronic Journal

    Repository · 4 publications · 72 citations

    4

    h-index

  2. Psychological Methods

    4 publications · 415 citations

    4

    h-index

  3. Biometrics

    3 publications · 90 citations

    3

    h-index

  4. 3

    h-index

  5. Statistics in Medicine

    2 publications · 57 citations

    2

    h-index

1–5