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Computational and Machine Learning Tools for Archaeological S... - 9783030885663

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Last updated on Jun 21, 2024 02:16:45 PDTView all revisionsView all revisions

Item specifics

Condition
Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
Book Title
Computational and Machine Learning Tools for Archaeological Si...
ISBN
9783030885663
Publication Year
2021
Type
Textbook
Format
Hardcover
Language
English
Publication Name
Computational and Machine Learning Tools for Archeological Site Modeling
Item Height
235mm
Author
Maria Elena Castiello
Publisher
Springer Nature Switzerland A&G
Item Width
155mm
Subject
Archaeology, Computer Science
Number of Pages
450 Pages

About this product

Product Information

This book describes a novel machine-learning based approach to answer some traditional archaeological problems, relating to archaeological site detection and site locational preferences. Institutional data collected from six Swiss regions (Zurich, Aargau, Grisons, Vaud, Geneva and Fribourg) have been analyzed with an original conceptual framework based on the Random Forest algorithm. It is shown how the algorithm can assist in the modelling process in connection with heterogeneous, incomplete archaeological datasets and related cultural heritage information. Moreover, an in-depth review of past and more recent works of quantitative methods for archaeological predictive modelling is provided. The book guides the readers to set up their own protocol for: i) dealing with uncertain data, ii) predicting archaeological site location, iii) establishing environmental features importance, iv) and suggest a model validation procedure. It addresses both academics and professionals in archaeology and cultural heritage management, and offers a source of inspiration for future research directions in the field of digital humanities and computational archaeology.

Product Identifiers

Publisher
Springer Nature Switzerland A&G
ISBN-13
9783030885663
eBay Product ID (ePID)
26049935267

Product Key Features

Author
Maria Elena Castiello
Publication Name
Computational and Machine Learning Tools for Archeological Site Modeling
Format
Hardcover
Language
English
Subject
Archaeology, Computer Science
Publication Year
2021
Type
Textbook
Number of Pages
450 Pages

Dimensions

Item Height
235mm
Item Width
155mm

Additional Product Features

Title_Author
Maria Elena Castiello
Series Title
Springer Theses
Country/Region of Manufacture
Switzerland

Item description from the seller

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  • GB 976952259
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