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Statistical Learning with Time Series Dependence: An Application to Scoring Sleep in Mice

We develop methodology which combines statistical learning methods with generalized Markov models, thereby enhancing the former to account for time series dependence. Our methodology can accommodate very general and very long-term time dependence structures in an easily estimable and computationally...

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Bibliografiske detaljer
Main Authors: McShane, Blakeley B., Jensen, Shane T., Pack, Allan I., Wyner, Abraham J.
Format: Artigo
Sprog:Inglês
Udgivet: 2013
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC3913289/
https://ncbi.nlm.nih.gov/pubmed/24504359
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2013.779838
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