2010
DOI: 10.1016/j.geomorph.2009.09.031
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Reconstructing the Roman topography and environmental features of the Sarno River Plain (Italy) before the AD 79 eruption of Somma–Vesuvius

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Cited by 37 publications
(58 citation statements)
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“…Along the coast, there are rare traces of paleoshorelines [30] and dunes, partially obliterated, while present dunes are completely absent. The latter has been completely leveled and urbanized with the construction of industrial complexes and houses.…”
Section: Geological and Geomorphological Settingmentioning
confidence: 97%
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“…Along the coast, there are rare traces of paleoshorelines [30] and dunes, partially obliterated, while present dunes are completely absent. The latter has been completely leveled and urbanized with the construction of industrial complexes and houses.…”
Section: Geological and Geomorphological Settingmentioning
confidence: 97%
“…It was filled by successions of alluvial, volcanoclastic, marine and lagoon deposits reworked in different quantity by the widespread runoff of surface waters and gravitational phenomena [28][29][30]. The plain expands for about 200 square kilometers, from the harbor of Torre Annunziata to that of Castellammare di Stabia, extending for about 13 kilometers in length.…”
Section: Geological and Geomorphological Settingmentioning
confidence: 99%
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“…The method of boosted decision trees applied in TreeNet is based on FRIEDMAN'S stochastic gradient boosting (FRIEDMAN 1999). Gradient boosting constructs additive regression models by sequentially fitting a simple parameterized function to current 'pseudo' residuals by least squares for each iteration (VOGEL & MÄRKER 2010). The pseudo residuals are the gradient of the loss function being minimized, with respect to the model values at each training data point, evaluated at the current step (FRIEDMAN 1999).…”
Section: Boosted Decision Trees (Treenet)mentioning
confidence: 99%
“…
Abstract:In this study the methodology proposed by Vogel & Märker (2010) to reconstruct the pre-AD 79 topography and paleo-environmental features of the Sarno River plain (Italy) was considerably revised and improved. The methodology is based on an extensive dataset of stratigraphical information from the entire Sarno River plain, a high-resolution present-day digital elevation model (DEM) and a classification and regression tree approach.
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mentioning
confidence: 99%