Algorithms¶

All algorithms developed in ImputeGAP are available in the ts.algorithms module.

Family	Algorithm	Venue – Year
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	ST-MVL [9]	IJCAI – 2016
Pattern Search	DynaMMo [10]	KDD – 2009
Machine Learning	IIM [12]	ICDE – 2019
Machine Learning	XGBI [13]	KDD – 2016
Machine Learning	Mice [14]	Statistical Software – 2011
Machine Learning	MissForest [15]	BioInformatics – 2011
Deep Learning	MPIN [25]	PVLDB – 2024
Deep Learning	MissNet [27]	KDD – 2024
Deep Learning	BITGraph [32]	ICLR – 2024
Deep Learning	BayOTIDE [30]	PMLR – 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
Statistics	KNNImpute	_
Statistics	Interpolation	_
Statistics	MinImpute	_
Statistics	ZeroImpute	_
Statistics	MeanImpute	_
Statistics	MeanImputeBySeries	_

References¶