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Published at November 27

Causal and Local Correlations Based Network for Multivariate Time Series Classification

cs.LG

cs.AI

stat.ME

stat.ML

Released Date: November 27, 2024

Authors: Mingsen Du, Yanxuan Wei¹, Xiangwei Zheng², Cun Ji

Aff.: ¹School of Information Science and Engineering, Shandong Normal University, Jinan, China; ²School of Information Science and Engineering, Shandong Normal University, Jinan, China; Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology, Jinan, China

Arxiv: http://arxiv.org/abs/2411.18008v1

Dataset	Abbrevation	Type	Train	Test	Dimensions	Length	Classes
ArticularyWordRecognition	AWR	Motion	275	300	9	144	25
AtrialFibrillation	AF	ECG	15	15	2	640	3
BasicMotions	BM	HAR	40	40	6	100	4
CharacterTrajectories	CT	Motion	1422	1436	3	182	20
Cricket	CR	HAR	108	72	6	1197	12
EthanolConcentration	EC	HAR	261	263	3	1751	4
FaceDetection	FD	EEG/MEG	5890	3524	144	62	2
HandMovementDirection	HMD	EEG/MEG	160	74	10	400	4
Heartbeat	HB	AS	204	205	61	405	2
JapaneseVowels	JV	AS	270	370	12	29	9
Libras	LIB	HAR	180	180	2	45	15
LSST	LSST	Other	2459	2466	6	36	14
MotorImagery	MI	EEG/MEG	278	100	64	3000	2
NATOPS	NA	HAR	180	180	24	51	6
PEMS-SF	PEMS	Other	267	173	963	144	7
PenDigits	PD	Motion	7494	3498	2	8	10
SelfRegulationSCP1	SR1	EEG/MEG	268	293	6	896	2
SelfRegulationSCP2	SR2	EEG/MEG	200	180	7	1152	2
SpokenArabicDigits	SAD	AS	6599	2199	13	93	10
StandWalkJump	SWJ	ECG	12	15	4	2500	3
UWaveGestureLibrary	UW	HAR	120	320	3	315	8