Algorithms¶

To learn how to apply imputation within the library, please refer to the tutorial.

Algorithm	Family	Venue – Year
NuwaTS [33]	LLMs	Arxiv – 2024
GPT4TS [34]	LLMs	NeurIPS – 2023
🚧 MOMENT [37]	LLMs	ICLR – 2025


MissNet [27]	Deep Learning	KDD – 2024
MPIN [25]	Deep Learning	PVLDB – 2024
BitGraph [32]	Deep Learning	ICLR – 2024
BayOTIDE [30]	Deep Learning	PMLR – 2024
TimesNet [36]	Deep Learning	ICLR – 2023
SAITS [39]	Deep Learning	ESWA – 2023
PRISTI [26]	Deep Learning	ICDE – 2023
GRIN [29]	Deep Learning	ICLR – 2022
CSDI [35]	Deep Learning	NeurIPS – 2021
DeepMVI [24]	Deep Learning	PVLDB – 2021
HKMFT [31]	Deep Learning	TKDE – 2021
MRNN [22]	Deep Learning	IEEE Trans on BE – 2019
BRITS [23]	Deep Learning	NeurIPS – 2018
GAIN [28]	Deep Learning	ICML – 2018
🚧 SSGAN [38]	Deep Learning	AAAI – 2021
🚧 GP-VAE [40]	Deep Learning	AISTATS – 2020
🚧 NAOMI [41]	Deep Learning	NeurIPS – 2019


CDRec [1]	Matrix Completion	KAIS – 2020
TRMF [8]	Matrix Completion	NeurIPS – 2016
GROUSE [3]	Matrix Completion	PMLR – 2016
ROSL [4]	Matrix Completion	CVPR – 2014
SoftImpute [6]	Matrix Completion	JMLR – 2010
SVT [7]	Matrix Completion	SIAM J. OPTIM – 2010
SPIRIT [5]	Matrix Completion	VLDB – 2005
IterativeSVD [2]	Matrix Completion	BIOINFORMATICS – 2001


TKCM [11]	Pattern Search	EDBT – 2017
STMVL [9]	Pattern Search	IJCAI – 2016
DynaMMo [10]	Pattern Search	KDD – 2009


IIM [12]	Machine Learning	ICDE – 2019
XGBOOST [13]	Machine Learning	KDD – 2016
MICE [14]	Machine Learning	Statistical Software – 2011
MissForest [15]	Machine Learning	BioInformatics – 2011


KNNImpute	Statistics	_
Interpolation	Statistics	_
MinImpute	Statistics	_
ZeroImpute	Statistics	_
MeanImpute	Statistics	_
MeanImputeBySeries	Statistics	_

References¶

🚧 = under integration