By Agostino Di Ciaccio, Mauro Coli, José Miguel Angulo Ibáñez
The subject matter of the assembly used to be “Statistical tools for the research of enormous Data-Sets”. in recent times there was expanding curiosity during this topic; in reality an incredible volume of knowledge is frequently on hand yet commonplace statistical suggestions are not like minded to coping with this type of info. The convention serves as a big assembly element for ecu researchers engaged on this subject and a few ecu statistical societies participated within the association of the development. The publication comprises forty five papers from a variety of the 156 papers authorised for presentation and mentioned on the convention on “Advanced Statistical equipment for the research of huge Data-sets.”
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Extra resources for Advanced Statistical Methods for the Analysis of Large Data-Sets (Studies in Theoretical and Applied Statistics / Selected Papers of the Statistical Societies)
Delicado, R. Giraldo, J. Mateu. Geostatistics for functional data: An ordinary kriging approach. net/2117/1099, Universitat Politecnica de Catalunya, 2007. P. Delicado, R. Giraldo, C. Comas, J. Mateu. Statistics for Spatial Functional data. Environmetrics. Forthcoming. net/2117/2446, Universitat Politecnica de Catalunya, 2009. G. James, C. Sugar. Clustering for Sparsely Sampled Functional Data. Journal of the American Statistical Association, 98, 397–408, 2005. N. Heckman , R. Zamar Comparing the shapes of regression functions.
The methods allow one to identify differentially expressed genes, to rank them, to estimate their expression profiles and to cluster the genes associated with the treatment according to their behavior across time. The methods successfully deal with various technical difficulties that arise in this type of experiments such as a large number of genes, a small number of observations, non-uniform sampling intervals, missing or multiple data and temporal dependence between observations for each gene.
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Advanced Statistical Methods for the Analysis of Large Data-Sets (Studies in Theoretical and Applied Statistics / Selected Papers of the Statistical Societies) by Agostino Di Ciaccio, Mauro Coli, José Miguel Angulo Ibáñez