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Robust Methods for Functional Data Analysis
Sawant, Pallavi (2009-07-06)
Functional data consist of observed functions or curves at a finite subset of an interval. Each functional observation is a realization from a stochastic process. This thesis aims to develop suitable statistical methodologies ...
Robust Methods for Multivariate Functional Data Analysis
Sawant, Pallavi (2013-07-16)
In the present work we have proposed a robust multivariate functional principal component analysis (RMFPCA) method, that is efficient in estimation and fast in computation, to achieve dimension reduction of dataset and to ...