During the last decade, the increasing monitoring and measurement data availability as well as a diffused power of computation, is encouraging scientists and practitioners at using data mining techniques to improve the knowledge of natural and engineering system and to model identified from data, namely data-driven models. Interesting results, both from the practical and scientific viewpoints can be obtained. Here a review of some of the mostly used data driven techniques is given, showing how they are used in an Engineering Geology framework. Some specific examples are provided, emphasizing potentialities of data-driven modelling applied to Engineering Geology.
Data Mining and Data-Driven Modelling in Engineering Geology Applications / Doglioni, Angelo; Galeandro, Annalisa; Simeone, Vincenzo - In: Engineering Geology for Society and Territory. Volume 5: Urban Geology, Sustainable Planning and Landscape Exploitation / [a cura di] Giorgio Lollino, Andrea Manconi, Fausto Guzzetti, Martin Culshaw, Peter Bobrowsky, Fabio Luino. - STAMPA. - Cham, CH : Springer, 2015. - ISBN 978-3-319-09047-4. - pp. 647-650 [10.1007/978-3-319-09048-1_126]
Data Mining and Data-Driven Modelling in Engineering Geology Applications
Angelo Doglioni;Annalisa Galeandro;Vincenzo Simeone
2015-01-01
Abstract
During the last decade, the increasing monitoring and measurement data availability as well as a diffused power of computation, is encouraging scientists and practitioners at using data mining techniques to improve the knowledge of natural and engineering system and to model identified from data, namely data-driven models. Interesting results, both from the practical and scientific viewpoints can be obtained. Here a review of some of the mostly used data driven techniques is given, showing how they are used in an Engineering Geology framework. Some specific examples are provided, emphasizing potentialities of data-driven modelling applied to Engineering Geology.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
