30 March 2016 to 1 April 2016
Laboratori Nazionali di Frascati
Europe/Rome timezone

On Determining the Prediction Limits of Mathematical Models for Time Series

Not scheduled
Aula Bruno Touschek (Laboratori Nazionali di Frascati)

Aula Bruno Touschek

Laboratori Nazionali di Frascati

Via E. Fermi 40, 00044 Frascati (RM)

Speaker

Dr Emmanuele Peluso (University of Rome Tor Vergata)

Description

Prediction is one of the main objectives of scientific analysis. Prediction in this sense refers to both modelling and forecasting. The determination of the limits of predictability is an important issue of both theoretical and practical relevance. In the case of modelling time series, reached a certain level in performance in either modelling or prediction, it is often important to assess whether all the information available in the data has been exploited or whether there are still margins for improvement of the tools being developed. In this paper, a new information theoretic approach is proposed to address this issue and quantify the quality of the models and/or predictions. The excellent properties of the developed indicators have been proved with the help of a systematic series of numerical tests

Primary author

Dr Emmanuele Peluso (University of Rome Tor Vergata)

Co-authors

Dr Andrea Murari (Consorzio RFX (CNR, ENEA, INFN, Universita’ di Padova, Acciaierie Venete SpA)) Dr Michela Gelfusa (University of Rome Tor Vergata) Mr Michele Lungaroni (University of Rome Tor Vergata) Dr Pasqualino Gaudio (University of Rome Tor Vergata) Mr Saeed Talebzadeh (University of Rome Tor Vergata)

Presentation Materials

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