Concepedia

Autoencoder-based Imputation

Autoencoder-Based Imputation is a missing data imputation method that leverages an autoencoder neural network architecture to learn low-dimensional representations of complete data and reconstruct missing values through encoding and decoding processes.

73

Publications

4.2K

Citations

310

Authors

157

Institutions

Publications per year

2017–2026

64

Parents

Publications

73

Imaging Time-Series to Improve Classification and Imputation

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

, , +16

Missing Modalities Imputation via Cascaded Residual Autoencoder

Luan Tran, Xiaoming Liu, Jiayu Zhou et al. · 2017 · 227 citations

, , +14

AutoImpute: Autoencoder based imputation of single-cell RNA-seq data

Divyanshu Talwar, Aanchal Mongia, Debarka Sengupta et al. · Scientific Reports · 2018 · 187 citations · Full text

, , +16

A bi-directional missing data imputation scheme based on LSTM and transfer learning for building energy data

Jun Ma, Jack C.P. Cheng, Feifeng Jiang et al. · Energy and Buildings · 2020 · 181 citations

, , +14

Missing value imputation on missing completely at random data using multilayer perceptrons

Esther‐Lydia Silva‐Ramírez, Rafael Pino‐Mejías, Manuel López-Coello et al. · Neural Networks · 2010 · 176 citations

, , +16

1–5 of 73

Authors

310

  1. JS
    Jiangwen Sun

    University of Connecticut, United States

    2 publications · 151 citations

    2

    h-index

  2. DA
    Dimitris Askounis

    National Technical University of Athens, Greece

    2 publications · 84 citations

    2

    h-index

  3. KS
    Karan Sareen

    Indian Institute of Technology Delhi, India

    2 publications · 115 citations

    2

    h-index

  4. TM
    Tshilidzi Marwala

    University of the Witwatersrand, South Africa

    2 publications · 30 citations

    2

    h-index

  5. CY
    Chunhua Yang

    Central South University, China

    2 publications · 148 citations

    2

    h-index

1–5 of 310

Institutions

157

  1. Tsinghua University

    Beijing, China

    3 h-index

    4 publications

    222 citations

  2. University of California, Irvine

    Irvine, United States

    2 h-index

    5 publications

    181 citations

  3. Ministry of Power

    New Delhi, India

    2 h-index

    2 publications

    115 citations

  4. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    2 publications

    184 citations

  5. City University of Hong Kong

    Hong Kong, Hong Kong

    2 h-index

    3 publications

    299 citations

  6. Seoul National University

    Seoul, South Korea

    2 h-index

    4 publications

    74 citations

  7. Universidad de Sevilla

    Seville, Spain

    2 h-index

    3 publications

    388 citations

  8. Indian Institute of Technology Delhi

    New Delhi, India

    2 h-index

    2 publications

    115 citations

1–8 of 157

Venues

  1. IEEE Access

    4 publications · 256 citations

    4

    h-index

  2. Measurement

    3 publications · 180 citations

    3

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 515 citations

    3

    h-index

  4. Energy

    2 publications · 115 citations

    2

    h-index

  5. 2

    h-index

1–5