notesum.ai

Published at November 19

Contrast Similarity-Aware Dual-Pathway Mamba for Multivariate Time Series Node Classification

cs.AI

Released Date: November 19, 2024

Authors: Mingsen Du, Meng Chen¹, Yongjian Li¹, Xiuxin Zhang¹, Jiahui Gao¹, Cun Ji², Shoushui Wei¹

Aff.: ¹School of Control Science and Engineering, Shandong University, Jinan, China; ²School of Information Science and Engineering, Shandong Normal University, Jinan, China

Arxiv: http://arxiv.org/abs/2411.12222v1

DTWI

DTWD

(norm)

DTWI

(norm)

DTWD

(norm)

WEASEL

+MUSE

HIVE

-COTE

MLSTM

-FCN

Tap

Net

Pool

-Net

0.267

0.200

0.267

0.400

0.133

0.333

0.200

0.533

0.466

0.519

0.513

0.529

0.510

0.520

0.530

0.550

0.580

0.470

0.620

HMD

0.279

0.297

0.231

0.278

0.297

0.231

0.365

0.446

0.527

0.338

0.486

0.445

0.620

0.659

0.717

0.619

0.658

0.717

0.727

0.722

0.663

0.751

0.742

0.692

LIB

0.833

0.894

0.872

0.833

0.894

0.870

0.894

0.900

0.850

0.878

0.900

0.850

0.510

0.390

0.500

0.510

0.390

0.500

0.610

0.510

0.590

0.630

0.540

NATO

0.850

0.883

0.850

0.883

0.870

0.889

0.900

0.939

0.944

0.927

0.973

0.939

0.977

0.973

0.939

0.977

0.948

0.934

0.978

0.980

0.983

SRS2

0.483

0.533

0.539

0.483

0.533

0.539

0.460

0.461

0.472

0.550

0.600

0.533

SWJ

0.333

0.200

0.333

0.200

0.267

0.333

0.400

0.133

0.667

0.400

AVG

0.567

0.554

0.572

0.559

0.555

0.571

0.598

0.621

0.583

0.711

0.646

Wins