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

العربية

Time Series Classification On Digitshapes

المقاييس

Accuracy

NLL

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	NLL	Paper Title	Repository
GP-Sig-LSTM	1.000	0.008	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	1	-	Multivariate LSTM-FCNs for Time Series Classification
GP-Sig-GRU	1.000	0.035	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-KConv1D	1.000	0.035	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	1.000	0.021	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-LSTM	1.000	0.013	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-GRU	0.812	0.727	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
SNLST	1	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections

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