Concepedia

Functional Data Imputation

Functional Data Imputation is a statistical methodology within functional data analysis that specifically addresses the estimation of missing or unobserved segments in functional time series by leveraging the inherent smoothness, temporal dependence, and global structure of the data.

16

Publications

1.1K

Citations

49

Authors

35

Institutions

Publications per year

2017–2026

12

Parents

Publications

16

Clustering for Sparsely Sampled Functional Data

Gareth James, Catherine A. Sugar · Journal of the American Statistical Association · 2003 · 518 citations

, , +17

PhosR enables processing and functional analysis of phosphoproteomic data

Hani Jieun Kim, Tai-Yun Kim, Nolan J. Hoffman et al. · Cell Reports · 2021 · 125 citations · Full text

, , +15

Analyzing and modeling inter-sensor relationships for strain monitoring data and missing data imputation: a copula and functional data-analytic approach

Zhicheng Chen, Hui Li, Yuequan Bao · Structural Health Monitoring · 2018 · 84 citations

, , +16

Using Wavelet-Based Functional Mixed Models to Characterize Population Heterogeneity in Accelerometer Profiles

Jeffrey S. Morris, Cassandra Arroyo, Brent A. Coull et al. · Journal of the American Statistical Association · 2006 · 63 citations · Full text

, , +16

A novel distribution regression approach for data loss compensation in structural health monitoring

Zhicheng Chen, Yuequan Bao, Hui Li et al. · Structural Health Monitoring · 2017 · 59 citations

, , +14

1–5 of 16

Authors

49

  1. HL
    Hui Li

    Harbin Institute of Technology, China

    3 publications · 156 citations

    3

    h-index

  2. YB
    Yuequan Bao

    Harbin Institute of Technology, China

    3 publications · 156 citations

    3

    h-index

  3. ZC
    Zhicheng Chen

    Harbin Institute of Technology, China

    3 publications · 156 citations

    3

    h-index

  4. HJ
    Hani Jieun Kim

    The University of Sydney, Australia

    2 publications · 135 citations

    2

    h-index

  5. DE
    David E. James

    Garvan Institute of Medical Research, Australia

    2 publications · 135 citations

    2

    h-index

1–5 of 49

Institutions

35

  1. Harbin Institute of Technology

    Harbin, China

    3 h-index

    11 publications

    494 citations

  2. The University of Sydney

    Sydney, Australia

    2 h-index

    14 publications

    945 citations

  3. George Washington University

    Washington, United States

    2 h-index

    2 publications

    45 citations

  4. Ministry of Industry and Information Technology

    Beijing, China

    2 h-index

    7 publications

    233 citations

  5. Children's Medical Research Institute

    Sydney, Australia

    2 h-index

    8 publications

    540 citations

  6. HUN-REN Centre for Ecological Research

    Budapest, Hungary

    1 h-index

    2 publications

    94 citations

  7. The University of Texas MD Anderson Cancer Center

    Houston, United States

    1 h-index

    6 publications

    378 citations

  8. Eötvös Loránd University

    Budapest, Hungary

    1 h-index

    2 publications

    94 citations

1–8 of 35

Venues

  1. 3

    h-index

  2. Structural Health Monitoring

    SHM · 3 publications · 156 citations

    3

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 1 publications · 25 citations

    1

    h-index

  4. Ecological Informatics

    1 publications · 47 citations

    1

    h-index

  5. Statistics & Probability Letters

    1 publications · 20 citations

    1

    h-index

1–5