Concepedia

Variational Autoencoder Imputation

Variational Autoencoder Imputation is a missing data imputation method that leverages a probabilistic autoencoding framework to model the data distribution and generate plausible values for missing entries through variational inference.

26

Publications

1.5K

Citations

103

Authors

56

Institutions

Publications per year

2017–2026

25

Variants

Vae Imputation

Parents

Publications

26

A variational autoencoder solution for road traffic forecasting systems: Missing data imputation, dimension reduction, model selection and anomaly detection

Guillem Boquet, Antoni Morell, Javier Serrano et al. · Transportation Research Part C Emerging Technologies · 2020 · 151 citations · Full text

, , +17

Variational Autoencoders for Missing Data Imputation with Application to a Simulated Milling Circuit

John T. McCoy, Steve Kroon, Lidia Auret · IFAC-PapersOnLine · 2018 · 133 citations · Full text

, , +17

Genomic data imputation with variational auto-encoders

Yeping Lina Qiu, Hong Zheng, Olivier Gevaert · GigaScience · 2020 · 100 citations · Full text

, , +16

Graph embedding and Gaussian mixture variational autoencoder network for end-to-end analysis of single-cell RNA sequencing data

Junlin Xu, Jielin Xu, Yajie Meng et al. · Cell Reports Methods · 2023 · 95 citations · Full text

, , +17

Deep generative neural network for accurate drug response imputation

Peilin Jia, Ruifeng Hu, Guangsheng Pei et al. · Nature Communications · 2021 · 90 citations · Full text

, , +17

1–5 of 26

Authors

103

  1. PH
    Pedro Henriques Abreu

    University of Coimbra, Portugal

    2 publications · 130 citations

    2

    h-index

  2. JS
    Javier Serrano

    Universitat Autònoma de Barcelona, Spain

    2 publications · 213 citations

    2

    h-index

  3. RC
    Ricardo Cardoso Pereira

    Universidade do Porto, Portugal

    2 publications · 130 citations

    2

    h-index

  4. AM
    Antoni Morell

    Universitat Autònoma de Barcelona, Spain

    2 publications · 213 citations

    2

    h-index

  5. JL
    José López Vicario

    Universitat Autònoma de Barcelona, Spain

    2 publications · 213 citations

    2

    h-index

1–5 of 103

Institutions

56

  1. Universitat Autònoma de Barcelona

    Cerdanyola del Vallès, Spain

    2 h-index

    8 publications

    852 citations

  2. University of Coimbra

    Coimbra, Portugal

    2 h-index

    5 publications

    348 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    7 publications

    182 citations

  4. Google (United States)

    Mountain View, United States

    2 h-index

    2 publications

    61 citations

  5. Universidade do Porto

    Porto, Portugal

    2 h-index

    2 publications

    130 citations

  6. Harbin Engineering University

    Harbin, China

    1 h-index

    1 publications

    18 citations

  7. The University of Texas Health Science Center at Houston

    Houston, United States

    1 h-index

    6 publications

    540 citations

  8. Kyung Hee University

    Seoul, South Korea

    1 h-index

    4 publications

    244 citations

1–8 of 56

Venues

  1. Nature Communications

    2 publications · 139 citations

    2

    h-index

  2. 1

    h-index

  3. 1

    h-index

  4. ACM Transactions on Graphics

    TOG · 1 publications · 69 citations

    1

    h-index

  5. arXiv (Cornell University)

    Repository · 1 publications · 67 citations

    1

    h-index

1–5