HyperAI초신경

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

한국어

HyperAI초신경

Time Series Classification On Pems

평가 지표

Accuracy

NLL

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Accuracy	NLL	Paper Title	Repository
GP-Sig	0.820	0.520	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-GRU	0.769	0.784	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig-GRU	0.775	1.100	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
FCN-SNLST	0.857	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-Sig-LSTM	0.763	0.704	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-LSTM	0.745	1.194	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-KConv1D	0.794	0.537	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
SNLST	0.747	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections

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