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Linear regression models and k-means clustering for statistical analysis of fNIRS data

We propose a new algorithm, based on a linear regression model, to statistically estimate the hemodynamic activations in fNIRS data sets. The main concern guiding the algorithm development was the minimization of assumptions and approximations made on the data set for the application of statistical...

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Publicat a:Biomed Opt Express
Autors principals: Bonomini, Viola, Zucchelli, Lucia, Re, Rebecca, Ieva, Francesca, Spinelli, Lorenzo, Contini, Davide, Paganoni, Anna, Torricelli, Alessandro
Format: Artigo
Idioma:Inglês
Publicat: Optical Society of America 2015
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC4354588/
https://ncbi.nlm.nih.gov/pubmed/25780751
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1364/BOE.6.000615
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