Author, as appears in the article.: Pedergnana A; Calandra I; Evans AA; Bob K; Hildebrandt A; Ollé A
Department: Història i Història de l'Art
URV's Author/s: Ollé Cañellas, Andreu
Abstract: © 2020 Pedergnana et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Metrology has been successfully used in the last decade to quantify use-wear on stone tools. Such techniques have been mostly applied to fine-grained rocks (chert), while studies on coarse-grained raw materials have been relatively infrequent. In this study, confocal microscopy was employed to investigate polished surfaces on a coarse-grained lithology, quartzite. Wear originating from contact with five different worked materials were classified in a data-driven approach using machine learning. Two different classifiers, a decision tree and a support-vector machine, were used to assign the different textures to a worked material based on a selected number of parameters (Mean density of furrows, Mean depth of furrows, Core material volume-Vmc). The method proved successful, presenting high scores for bone and hide (100%). The obtained classification rates are satisfactory for the other worked materials, with the only exception of cane, which shows overlaps with other materials. Although the results presented here are preliminary, they can be used to develop future studies on quartzite including enlarged sample sizes.
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licence for use: https://creativecommons.org/licenses/by/3.0/es/
Author's mail: andreu.olle@urv.cat
Author identifier: 0000-0002-8643-5536
Record's date: 2023-02-19
Papper version: info:eu-repo/semantics/publishedVersion
Link to the original source: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0243295
Papper original source: Plos One. 15 (12 December): e0243295-
APA: Pedergnana A; Calandra I; Evans AA; Bob K; Hildebrandt A; Ollé A (2020). Polish is quantitatively different on quartzite flakes used on different worked materials. Plos One, 15(12 December), e0243295-. DOI: 10.1371/journal.pone.0243295
Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
Article's DOI: 10.1371/journal.pone.0243295
Entity: Universitat Rovira i Virgili
Journal publication year: 2020
Publication Type: Journal Publications