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Convergence rate for the moving least-squares learning with dependent sampling

We consider the moving least-squares (MLS) method by the regression learning framework under the assumption that the sampling process satisfies the α-mixing condition. We conduct the rigorous error analysis by using the probability inequalities for the dependent samples in the error estimates. When...

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Detalles Bibliográficos
Publicado en:J Inequal Appl
Autores principales: Guo, Qin, Ye, Peixin
Formato: Artigo
Lenguaje:Inglês
Publicado: Springer International Publishing 2018
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Acceso en línea:https://ncbi.nlm.nih.gov/pmc/articles/PMC6096915/
https://ncbi.nlm.nih.gov/pubmed/30839554
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s13660-018-1794-8
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