Algorithms¶
To learn how to use an imputation algorithm, please refer to the tutorial.
Family |
Algorithm |
Venue – Year |
|---|---|---|
Deep Learning |
MissNet [27] |
KDD – 2024 |
Deep Learning |
BitGraph [32] |
ICLR – 2024 |
Deep Learning |
BayOTIDE [30] |
PMLR – 2024 |
Deep Learning |
MPIN* [25] |
PVLDB – 2024 |
Deep Learning |
PRISTI [26] |
ICDE – 2023 |
Deep Learning |
GRIN [29] |
ICLR – 2022 |
Deep Learning |
DeepMVI [24] |
PVLDB – 2021 |
Deep Learning |
HKMF_T [31] |
TKDE – 2021 |
Deep Learning |
MRNN [22] |
IEEE Trans on BE – 2019 |
Deep Learning |
BRITS [23] |
NeurIPS – 2018 |
Deep Learning |
GAIN [28] |
ICML – 2018 |
Matrix Completion |
CDRec [1] |
KAIS – 2020 |
Matrix Completion |
TRMF [8] |
NeurIPS – 2016 |
Matrix Completion |
GROUSE [3] |
PMLR – 2016 |
Matrix Completion |
ROSL [4] |
CVPR – 2014 |
Matrix Completion |
SoftImpute [6] |
JMLR – 2010 |
Matrix Completion |
SVT [7] |
SIAM J. OPTIM – 2010 |
Matrix Completion |
SPIRIT [5] |
VLDB – 2005 |
Matrix Completion |
IterativeSVD [2] |
BIOINFORMATICS – 2001 |
Pattern Search |
TKCM [11] |
EDBT – 2017 |
Pattern Search |
STMVL [9] |
IJCAI – 2016 |
Pattern Search |
DynaMMo [10] |
KDD – 2009 |
Machine Learning |
IIM [12] |
ICDE – 2019 |
Machine Learning |
XGBOOST [13] |
KDD – 2016 |
Machine Learning |
MICE [14] |
Statistical Software – 2011 |
Machine Learning |
MissForest [15] |
BioInformatics – 2011 |
Statistics |
KNNImpute |
_ |
Statistics |
Interpolation |
_ |
Statistics |
MinImpute |
_ |
Statistics |
ZeroImpute |
_ |
Statistics |
MeanImpute |
_ |
Statistics |
MeanImputeBySeries |
_ |