Concepedia

Sparse Data Imputation

Sparse Data Imputation is a computational method in single-cell transcriptomics that addresses the underrepresentation of gene expression measurements by recovering missing or dropout-induced zeros while preserving biological heterogeneity and technical variability inherent in sparse single-cell RNA-seq data.

253

Publications

15.6K

Citations

903

Authors

384

Institutions

Publications per year

2017–2026

161

Parents

Publications

253

Single-cell RNA-seq denoising using a deep count autoencoder

Gökçen Eraslan, Lukas M. Simon, Maria Mircea et al. · Nature Communications · 2019 · 1.2K citations · Full text

, , +15

CIDR: Ultrafast and accurate clustering through imputation for single-cell RNA-seq data

Peijie Lin, Michael Troup, Joshua W. K. Ho · Genome biology · 2017 · 582 citations · Full text

, , +14

Missing value estimation for DNA microarray gene expression data: local least squares imputation

Hyunsoo Kim, Gene H. Golub, Haesun Park · Bioinformatics · 2004 · 488 citations · Full text

, , +16

scGNN is a novel graph neural network framework for single-cell RNA-Seq analyses

Juexin Wang, Anjun Ma, Yuzhou Chang et al. · Nature Communications · 2021 · 458 citations · Full text

, , +17

Practical Approaches to Principal Component Analysis in the Presence of Missing Values

Alexander Ilin, Tapani Raiko · Aaltodoc (Aalto University) · 2010 · 413 citations · Full text

, , +17

1–5 of 253

Authors

903

  1. JF
    Jort F. Gemmeke

    KU Leuven, Belgium

    5 publications · 172 citations

    5

    h-index

  2. XZ
    Xiao-Fei Zhang

    Central China Normal University, China

    3 publications · 96 citations

    3

    h-index

  3. JW
    Juexin Wang

    University of Missouri, United States

    3 publications · 495 citations

    3

    h-index

  4. HY
    Hong Yan

    City University of Hong Kong, Hong Kong SAR China

    3 publications · 96 citations

    3

    h-index

  5. QM
    Qin Ma

    The Ohio State University, United States

    3 publications · 495 citations

    3

    h-index

1–5 of 903

Institutions

384

  1. Tongji University

    Shanghai, China

    7 h-index

    18 publications

    707 citations

  2. Tsinghua University

    Beijing, China

    6 h-index

    11 publications

    764 citations

  3. Pennsylvania State University

    State College, United States

    6 h-index

    12 publications

    717 citations

  4. University of Minnesota

    Minneapolis, United States

    6 h-index

    18 publications

    2.9K citations

  5. Yale University

    New Haven, United States

    6 h-index

    21 publications

    2.8K citations

  6. University of Washington

    Seattle, United States

    5 h-index

    17 publications

    999 citations

  7. Southeast University

    Nanjing, China

    5 h-index

    12 publications

    470 citations

  8. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    14 publications

    2K citations

1–8 of 384

Venues

  1. Bioinformatics

    16 publications · 1.3K citations

    15

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 13 publications · 569 citations

    12

    h-index

  3. BMC Bioinformatics

    8 publications · 805 citations

    8

    h-index

  4. Genome biology

    7 publications · 1.5K citations

    7

    h-index

  5. Briefings in Bioinformatics

    7 publications · 200 citations

    6

    h-index

1–5