多变量时间序列表示学习-对比算法

1. TST: A transformer-based framework for multivariate time series representation learning (SIGKDD'21)

源码链接：https://github.com/gzerveas/mvts_transformer

本项目地址：TST

2. TNC: Unsupervised representation learning for time series with temporal neighborhood coding (ICLR'21)

源码链接：https://github.com/sanatonek/TNC_representation_learning

本项目地址：TNC

3. TSTCC: Time-Series Representation Learning via Temporal and Contextual Contrasting (IJCAI'21)

代码链接：https://github.com/emadeldeen24/TS-TCC

本项目地址：TSTCC

4. ReTriM: Reconstructive Triplet Loss for Learning Reduced Embeddings for Multi-Variate Time Series (ICDMW'21)

代码链接：无

本项目地址：ReTriM

5. TS2Vec: Towards universal representation of time series (AAAI'22)

代码链接：https://github.com/yuezhihan/ts2vec

本项目地址：TS2Vec

6. TSCTS: Time Series Representation Learning with Contrastive Triplet Selection (CODS-COMAD'22)

代码链接：无

本项目地址：TSCTS

7. MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series (AAAI'23)

代码链接：https://github.com/mqwfrog/MHCCL

本项目地址：MHCCL

数据集

The basic information of data set as follows.

Datasets	Dataset Full name	Train Size	Test Size	Series Length	Dimensions	Classes
1. AWR	ArticularyWordRecognition	275	300	144	9	25
2. AF	AtrialFibrillation	15	15	640	2	3
3. BM	BasicMotions	40	40	100	6	4
4. CT	CharacterTrajectories	1422	1436	182	3	20
5. CR	Cricket	108	72	1197	6	12
6. DDG	DuckDuckGeese	50	50	270	1345	5
7. EW	EigenWorms	128	131	17984	6	5
8. EP	Epilepsy	137	138	206	3	4
9. EC	EthanolConcentration	261	263	1751	3	4
10. ER	ERing	30	270	65	4	6
11. FD	FaceDetection	5890	3524	62	144	2
12. FM	FingerMovements	316	100	50	28	2
13. HMD	HandMovementDirection	160	74	400	10	4
14. HW	Handwriting	150	850	152	3	26
15. HB	Heartbeat	204	205	405	61	2
16. IW	InsectWingbeat	25000	25000	30	200	10
17. JV	JapaneseVowels	270	370	29	12	9
18. LB	Libras	180	180	45	2	15
19. LSST	LSST	2459	2466	36	6	14
20. MI	MotorImagery	278	100	3000	64	2
21. NATOPS	NATOPS	180	180	51	24	6
22. PD	PenDigits	7494	3498	8	2	10
23. PEMS-SF	PEMS-SF	267	173	144	963	7
24. PH	Phoneme	3315	3353	217	11	39
25. RS	RacketSports	151	152	30	6	4
26. SRSCP1	SelfRegulationSCP1	268	293	896	6	2
27. SRSCP2	SelfRegulationSCP2	200	180	1152	7	2
28. SAD	SpokenArabicDigits	6599	2199	93	13	10
29. SWJ	StandWalkJump	12	15	2500	4	3
30. UWGL	UWaveGestureLibrary	120	320	315	3	8