Computational And Machine Learning Tools For Archaeological Site Modeling

Author : Maria Elena Castiello
Publisher : Springer Nature
ISBN 13 : 3030885674
Total Pages : 304 pages
Book Rating : 4.70/5 ( download)

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Download or read book Computational and Machine Learning Tools for Archaeological Site Modeling written by Maria Elena Castiello and published by Springer Nature. This book was released on 2022-01-24 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Author : Cesar Gonzalez-Perez
Publisher : Springer Nature
ISBN 13 : 3031371569
Total Pages : 333 pages
Book Rating : 4.61/5 ( download)

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Download or read book Discourse and Argumentation in Archaeology: Conceptual and Computational Approaches written by Cesar Gonzalez-Perez and published by Springer Nature. This book was released on 2023-11-03 with total page 333 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers the topic of discourse and argumentation in archaeology with an aim to serve the archaeology community. The book presents discourse and argument analysis approaches and techniques in an affordable manner and applied to archaeological situations. It focuses on techniques and approaches that can be applicable to multiple situations, periods and cultures. The book begins with an introduction to discourse and argumentation analysis as a general field and also as an auxiliary technique to archaeology. The work includes conceptual applications, ranging from causality, ontological connections, vagueness, social production of discourse and public debates. The work also devotes a section to computational approaches and describes the specifics of some well-known families of algorithms such as lexical processing, information extraction or sentiment analysis. The conclusion comments on the future and which reflects on the previous chapters and discusses how the presented techniques and approaches should be adapted or improved for easier and more powerful application to archaeology. Contributing authors bring perspectives from archaeology, linguistics, and computer science.

Author : Barcelo, Juan A.
Publisher : IGI Global
ISBN 13 : 1599044919
Total Pages : 436 pages
Book Rating : 4.10/5 ( download)

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Download or read book Computational Intelligence in Archaeology written by Barcelo, Juan A. and published by IGI Global. This book was released on 2008-07-31 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides analytical theories offered by innovative artificial intelligence computing methods in the archaeological domain.

Author : Marieka Brouwer Burg
Publisher : Springer
ISBN 13 : 3319278339
Total Pages : 189 pages
Book Rating : 4.39/5 ( download)

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Download or read book Uncertainty and Sensitivity Analysis in Archaeological Computational Modeling written by Marieka Brouwer Burg and published by Springer. This book was released on 2016-05-18 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume deals with the pressing issue of uncertainty in archaeological modeling. Detecting where and when uncertainty is introduced to the modeling process is critical, as are strategies for minimizing, reconciling, or accommodating such uncertainty. Included chapters provide unique perspectives on uncertainty in archaeological modeling, ranging in both theoretical and methodological orientation. The strengths and weaknesses of various identification and mitigation techniques are discussed, in particular sensitivity analysis. The chapters demonstrate that for archaeological modeling purposes, there is no quick fix for uncertainty; indeed, each archaeological model requires intensive consideration of uncertainty and specific applications for calibration and validation. As very few such techniques have been problematized in a systematic manner or published in the archaeological literature, this volume aims to provide guidance and direction to other modelers in the field by distilling some basic principles for model testing derived from insight gathered in the case studies presented. Additionally, model applications and their attendant uncertainties are presented from distinct spatio-temporal contexts and will appeal to a broad range of archaeological modelers. This volume will also be of interest to non-modeling archaeologists, as consideration of uncertainty when interpreting the archaeological record is also a vital concern for the development of non-formal (or implicit) models of human behavior in the past.

Author : Samuel Seuru
Publisher : Springer Nature
ISBN 13 : 3031343360
Total Pages : 166 pages
Book Rating : 4.60/5 ( download)

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Download or read book Modelling Human-Environment Interactions in and beyond Prehistoric Europe written by Samuel Seuru and published by Springer Nature. This book was released on 2023-07-25 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers insight into the relationship between prehistoric and protohistoric human populations and the world around them. It reconstructs key aspects of the palaeoenvironment – from large-scale drivers of environmental conditions, such as climate, to more regional variables such as vegetation cover and faunal communities. The volume underscores how computational archaeology is leading the way in the study of past human-environment interactions across spatial and chronological scales. With the increased availability of high-resolution climate models, agent-based modelling, palaeoecological proxies and the mature use of Geographic Information System in ecological modelling, archaeologists working in interdisciplinary settings are well-positioned to explore the intersection of human systems and environmental affordances and constraints. These methodological advancements provide a better understanding of the role humans played in past ecosystems – both in terms of their impact upon the environment and, in return, the impact of environmental conditions on human systems. They may also allow us to infer past ecological knowledge and land-use patterns that are historically contingent, rather than environmentally determined. This volume gathers contributions that combine reconstructions of past environments and archeological data with a view to exploring their complex interactions at different scales and invites scholars from varying disciplines and backgrounds to present and compare different modelling approaches.

Author : Politis, Dionysios
Publisher : IGI Global
ISBN 13 : 1599047616
Total Pages : 490 pages
Book Rating : 4.14/5 ( download)

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Download or read book E-Learning Methodologies and Computer Applications in Archaeology written by Politis, Dionysios and published by IGI Global. This book was released on 2008-04-30 with total page 490 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tools of data comparison and analysis are critical in the field of archaeology, and the integration of technological advancements such as geographic information systems, intelligent systems, and virtual reality reconstructions with the teaching of archaeology is crucial to the effective utilization of resources in the field. E-Learning Methodologies and Computer Applications in Archaeology presents innovative instructional approaches for archaeological e-learning based on networked technologies, providing researchers, scholars, and professionals a comprehensive global perspective on the resources, development, application, and implications of information communication technology in multimedia-based educational products and services in archaeology.

Author : Andrew Bevan
Publisher : Routledge
ISBN 13 : 1315431920
Total Pages : 339 pages
Book Rating : 4.25/5 ( download)

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Download or read book Computational Approaches to Archaeological Spaces written by Andrew Bevan and published by Routledge. This book was released on 2016-06-16 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume of original chapters written by experts in the field offers a snapshot of how historical built spaces, past cultural landscapes, and archaeological distributions are currently being explored through computational social science. It focuses on the continuing importance of spatial and spatio-temporal pattern recognition in the archaeological record, considers more wholly model-based approaches that fix ideas and build theory, and addresses those applications where situated human experience and perception are a core interest. Reflecting the changes in computational technology over the past decade, the authors bring in examples from historic and prehistoric sites in Europe, Asia, and the Americas to demonstrate the variety of applications available to the contemporary researcher.

Author : Wolfgang Ernst
Publisher : Bloomsbury Publishing USA
ISBN 13 : 1501362283
Total Pages : 225 pages
Book Rating : 4.86/5 ( download)

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Download or read book Technológos in Being written by Wolfgang Ernst and published by Bloomsbury Publishing USA. This book was released on 2021-05-06 with total page 225 pages. Available in PDF, EPUB and Kindle. Book excerpt: Wolfgang Ernst's new work, Technológos in Being, in its explicit media-scientific approach, aligns with the politics of the thinking media series to publish innovative works that advance media studies towards the 'new sciences.' Ernst's invites readers to re-adjust their ideas of Media Studies: the conviction that an extended understanding of "medium" needs to include a concept of materiality that focuses on "non- human" agencies as well. The book grounds media analysis radically in the technological apparatuses, relays, transistors, hard- and software, to precisely locate the scenes, operations and frictions where reasoning logos and 'informable' matter interfere.

Author : Juan A. Barcelo
Publisher : CRC Press
ISBN 13 : 1482226820
Total Pages : 524 pages
Book Rating : 4.29/5 ( download)

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Download or read book Mathematics and Archaeology written by Juan A. Barcelo and published by CRC Press. This book was released on 2015-06-08 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: Although many archaeologists have a good understanding of the basics in computer science, statistics, geostatistics, modeling, and data mining, more literature is needed about the advanced analysis in these areas. This book aids archaeologists in learning more advanced tools and methods while also helping mathematicians, statisticians, and computer

Author : Sarah Parcak
Publisher : Macmillan + ORM
ISBN 13 : 1250198291
Total Pages : 231 pages
Book Rating : 4.97/5 ( download)

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Download or read book Archaeology from Space written by Sarah Parcak and published by Macmillan + ORM. This book was released on 2019-07-09 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: Winner of Archaeological Institute of America's Felicia A. Holton Book Award • Winner of the Phi Beta Kappa Prize for Science • An Amazon Best Science Book of 2019 • A Science Friday Best Science Book of 2019 • A Kirkus Reviews Best Nonfiction Book of 2019 • A Science News Best Book of 2019 • Nature's Top Ten Books of 2019 "A crash course in the amazing new science of space archaeology that only Sarah Parcak can give. This book will awaken the explorer in all of us." ?Chris Anderson, Head of TED National Geographic Explorer and TED Prize-winner Dr. Sarah Parcak gives readers a personal tour of the evolution, major discoveries, and future potential of the young field of satellite archaeology. From surprise advancements after the declassification of spy photography, to a new map of the mythical Egyptian city of Tanis, she shares her field’s biggest discoveries, revealing why space archaeology is not only exciting, but urgently essential to the preservation of the world’s ancient treasures. Parcak has worked in twelve countries and four continents, using multispectral and high-resolution satellite imagery to identify thousands of previously unknown settlements, roads, fortresses, palaces, tombs, and even potential pyramids. From there, her stories take us back in time and across borders, into the day-to-day lives of ancient humans whose traits and genes we share. And she shows us that if we heed the lessons of the past, we can shape a vibrant future. Includes Illustrations