HyperAI초신경

홈 뉴스 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Time Series Classification On Libras

평가 지표

Accuracy

NLL

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Accuracy	NLL	Paper Title	Repository
GP-GRU	0.742	1.110	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig-LSTM	0.921	0.320	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	0.923	0.259	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-KConv1D	0.698	1.608	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
TSEM	0.372	-	TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series
SNLST	0.773	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
FCN-SNLST	0.957	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-LSTM	0.776	0.911	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	0.97	-	Multivariate LSTM-FCNs for Time Series Classification
GP-Sig-GRU	0.899	0.346	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances

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