Cardarelli, Lorenzo (2023) Defining Southern Etruria Final Bronze Age settlement models using an integrated GIS and Machine Learning approach. Archeologia e Calcolatori, 34 (2). pp. 51-68. ISSN 1120-6861
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Abstract
This research aims to use quantitative and repeatable GIS techniques, as well as Machine Learning algorithms, to study the settlement patterns in Southern Etruria during the final phase of the Bronze Age (1150-950/925 BC). The region of Southern Etruria is located in present-day Latium, Tuscany, and Umbria. The study, which includes 166 settlements, focuses on identifying the morphological characteristics of these settlements by means of raster analysis. Using a Machine Learning approach, the research will compare real settlements with random points within the region to understand the specific characteristics of the settlement pattern in the landscape. The study will also examine the use of feature selection and features importance methods to select the most significant features of a multivariate dataset.
| Item Type: | Article |
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| Additional Information: | Licensed under CC BY-NC-ND 4.0 |
| Uncontrolled Keywords: | Simulation AI; Survey and excavations |
| Subjects: | 900 Storia, Geografia e discipline ausiliarie > 930 Storia dei mondo antico fino al 499 ca. > 930.1 Archeologia (Classificare qui la Storia fino al 4000 a.C., l'Archeologia preistorica, le opere interdisciplinari sull'Archeologia) > 930.102 Archeologia - Opere miscellanee > 930.1028 Archeologia – Tecniche, metodologie, apparecchi e strumenti (comprende: Archeometria) > 930.10285 Archeologia – Applicazioni informatiche (comprende: tecniche di datazione) |
| Depositing User: | Dott.ssa Paola Moscati |
| Date Deposited: | 04 Oct 2024 08:18 |
| Last Modified: | 04 Oct 2024 08:18 |
| URI: | http://eprints.bice.rm.cnr.it/id/eprint/23203 |
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