HyperAI초신경

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

한국어

HyperAI초신경

Time Series Classification On Japanesevowels

평가 지표

Accuracy

NLL

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Accuracy	NLL	Paper Title	Repository
GP-Sig-LSTM	0.981	0.080	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	0.982	0.069	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-KConv1D	0.986	0.067	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-LSTM	0.982	0.061	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig-GRU	0.985	0.053	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-GRU	0.986	0.052	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	0.99	-	Multivariate LSTM-FCNs for Time Series Classification
SNLST	0.979	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
FCN-SNLST	0.980	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
ConvTran	0.9891	-	Improving Position Encoding of Transformers for Multivariate Time Series Classification

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