الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Time Series Classification On Cmusubject16

المقاييس

Accuracy

NLL

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	NLL	Paper Title	Repository
GP-Sig-LSTM	1.000	0.088	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	1	-	Multivariate LSTM-FCNs for Time Series Classification
GP-GRU	0.993	0.089	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	0.979	0.089	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
FCN-SNLST	1	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-Sig-GRU	1.000	0.040	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-LSTM	0.924	0.270	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
SNLST	1	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-KConv1D	0.897	0.255	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances

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