Semi-automatic fitting of covariance functions in 1D and 2D

Docente

Giovanna Venuti (mail)

Referente del progetto

Mirko Reguzzoni ( mail)

Area di ricerca

Metodologie e architetture software avanzate

Keyword (max 3 separate da virgola)

Covariance-functions, Least-squares, Stochastic-modeling

Descrizione (max 500 caratteri)

The goal is to write a graphical user interface that supports the covariance modelling in 1D and 2D (in both planar and spherical domain) for stochastic interpolation methods. The software has to read the available data, compute the empirical covariance function, show a set of possible positive definite models and, for each of them, allow the manual setting of their parameters. When changing these parameters the corresponding covariance function has to be visualized and, when the user is satisfied by the manual fitting, an automatic least-squares adjustment has to be performed.

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