Concepedia

Deep Learning Imputation

Deep Learning Imputation is a methodological approach within missing data imputation that employs deep neural networks to model complex, nonlinear relationships in data for the purpose of accurately estimating missing values.

167

Publications

11.3K

Citations

681

Authors

348

Institutions

Publications per year

2017–2026

155

Parents

Publications

167

Stochastic Backpropagation and Approximate Inference in Deep Generative Models

Danilo Jimenez Rezende, Shakir Mohamed, Daan Wierstra · arXiv (Cornell University) · 2014 · 2.7K citations · Full text

, , +15

Imaging Time-Series to Improve Classification and Imputation

Zhiguang Wang, Tim Oates · arXiv (Cornell University) · 2015 · 483 citations · Full text

, , +16

An efficient realization of deep learning for traffic data imputation

Yanjie Duan, Yisheng Lv, Yuliang Liu et al. · Transportation Research Part C Emerging Technologies · 2016 · 323 citations

, , +16

DeepImpute: an accurate, fast, and scalable deep neural network method to impute single-cell RNA-seq data

Cédric Arisdakessian, Olivier Poirion, Breck Yunits et al. · Genome biology · 2019 · 318 citations · Full text

, , +17

A Benchmark for Data Imputation Methods

Sebastian Jäger, Arndt Allhorn, Felix Bießmann · Frontiers in Big Data · 2021 · 219 citations · Full text

, , +15

1–5 of 167

Authors

681

  1. GJ
    G. J. Conduit

    University of Cambridge, United Kingdom

    4 publications · 184 citations

    4

    h-index

  2. TM
    Thomas M. Whitehead

    University of Cambridge, United Kingdom

    3 publications · 111 citations

    3

    h-index

  3. MS
    Matthew Segall

    Optibrium (United Kingdom), United Kingdom

    3 publications · 111 citations

    3

    h-index

  4. WW
    Wenjia Wang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    3 publications · 76 citations

    3

    h-index

  5. BI
    Benedict Irwin

    University of Cambridge, United Kingdom

    3 publications · 111 citations

    3

    h-index

1–5 of 681

Institutions

348

  1. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    12 publications

    1.7K citations

  2. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    5 h-index

    17 publications

    516 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    10 publications

    352 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    15 publications

    1.1K citations

  5. Yonsei University

    Seoul, South Korea

    5 h-index

    8 publications

    192 citations

  6. Stanford University

    Stanford, United States

    4 h-index

    9 publications

    599 citations

  7. University of Chicago

    Chicago, United States

    4 h-index

    4 publications

    155 citations

  8. Harbin Institute of Technology

    Harbin, China

    4 h-index

    11 publications

    206 citations

1–8 of 348

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 3.4K citations

    12

    h-index

  2. 5

    h-index

  3. IEEE Access

    5 publications · 182 citations

    5

    h-index

  4. IEEE Internet of Things Journal

    4 publications · 254 citations

    4

    h-index

  5. Journal of Hydrology

    3 publications · 537 citations

    3

    h-index

1–5