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

العربية

Time Series Classification On Wafer

المقاييس

Accuracy

NLL

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	NLL	Paper Title	Repository
GP-LSTM	0.966	0.105	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	0.99	-	Multivariate LSTM-FCNs for Time Series Classification
SNLST	0.981	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-GRU	0.994	0.029	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig-GRU	0.978	0.081	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	0.965	0.105	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-KConv1D	0.984	0.085	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
FCN-SNLST	0.989	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-Sig-LSTM	0.988	0.048	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
R_DST_Ensemble	0.9999513303049968	-	Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets

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