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Computational And Machine Learning Tools For Archeological Site Modeling
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Book Synopsis Computational and Machine Learning Tools for Archaeological Site Modeling by : Maria Elena Castiello
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.
Book Synopsis Discourse and Argumentation in Archaeology: Conceptual and Computational Approaches by : Cesar Gonzalez-Perez
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.
Book Synopsis Computational Intelligence in Archaeology by : Barcelo, Juan A.
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.
Book Synopsis Modelling Human-Environment Interactions in and beyond Prehistoric Europe by : Samuel Seuru
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.
Book Synopsis Uncertainty and Sensitivity Analysis in Archaeological Computational Modeling by : Marieka Brouwer Burg
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 175 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.
Book Synopsis Mathematics and Archaeology by : Juan A. Barcelo
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 528 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 scientists with no previous knowledge of the field realize the potential of the methods in archaeological experiments.
Book Synopsis New Global Perspectives on Archaeological Prospection by : James Bonsall
Download or read book New Global Perspectives on Archaeological Prospection written by James Bonsall and published by Archaeopress Publishing Ltd. This book was released on 2019-09-02 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents over 90 papers from the 13th International Conference on Archaeological Prospection 2019, Sligo. Papers address archaeological prospection techniques, methodologies and case studies from 33 countries across Africa, Asia, Australasia, Europe and North America, reflecting current and global trends in archaeological prospection.
Book Synopsis Technológos in Being by : Wolfgang Ernst
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.
Book Synopsis Digital Archaeology by : Tuna Kalaycı
Download or read book Digital Archaeology written by Tuna Kalaycı and published by . This book was released on 2023-11-23 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Archaeology has gone digital for some time now! Topics such as GIS databases, 3D models, drone photography, meta- and para-data, semantic mapping, text mining, simulation, and social network analysis have become commonplace in archaeological discourse and practice. Digital and technological advancements seemingly offer limitless promises for data recording, analysis and dissemination. Yet, after several decades of innovation, we must ask ourselves which of these promises are actually fulfilled, and which persistent impasses are present. Today, some reflexive questions are more important than ever. In particular, when, how and why do our innovative archaeology tools fail? Do we approach our archaeological projects with a digital wand and (implicitly or explicitly) expect a magical solution? And when there is indeed a digital solution, at what expense does it come? In this volume, scholars and practitioners in the field discuss the state of the art, as well as the promises and impasses that digital approaches to archaeology entail. The authors discuss the current state of teaching digital archaeology, the societal impact of digital innovations, current issues in archaeological data management, promises and limitations of isotopic research and remote sensing techniques, and why subfields such as agent-based modeling and serious gaming struggle to keep momentum.
Book Synopsis Computational Approaches to Archaeological Spaces by : Andrew Bevan
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 385 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.
Book Synopsis Handbook of Research on Visual Computing and Emerging Geometrical Design Tools by : Amoruso, Giuseppe
Download or read book Handbook of Research on Visual Computing and Emerging Geometrical Design Tools written by Amoruso, Giuseppe and published by IGI Global. This book was released on 2016-04-11 with total page 924 pages. Available in PDF, EPUB and Kindle. Book excerpt: Visual computing and descriptive geometry are multidisciplinary fields addressing the handling of images, 3D models, and other computer graphics. These ideas are experiencing a revival due to emergent technologies and applications available to developers. Based in traditional forms of design and architecture, these fields are currently experiencing a bounty of new research based on old principles. The Handbook of Research on Visual Computing and Emerging Geometrical Design Tools seeks to add to this knowledge base by considering these technologies from a designer’s perspective rather than reiterating the principles of computer science. It combines aspects of geometry and representation with emerging tools for CAD, generation, and visualization while addressing the digital heritage of such fields. This book is an invaluable resource for developers, students of both graphic and computer-generated design, researchers, and designers.
Book Synopsis Internet and Distributed Computing Systems by : Raffaele Montella
Download or read book Internet and Distributed Computing Systems written by Raffaele Montella and published by Springer Nature. This book was released on 2019-11-09 with total page 511 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 12th International Conference on Internet and Distributed Systems held in Naples, Italy, in October 2019. The 47 revised full papers presented were carefully reviewed and selected from 145 submissions. This conference desires to look for inspiration in diverse areas (e.g. infrastructure & system design, software development, big data, control theory, artificial intelligence, IoT, self-adaptation, emerging models, paradigms, applications and technologies related to Internet-based distributed systems) to develop new ways to design and manage such complex and adaptive computation resources.
Book Synopsis E-Learning Methodologies and Computer Applications in Archaeology by : Politis, Dionysios
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.
Book Synopsis Ethics, Machine Learning, and Python in Geospatial Analysis by : Galety, Mohammad Gouse
Download or read book Ethics, Machine Learning, and Python in Geospatial Analysis written by Galety, Mohammad Gouse and published by IGI Global. This book was released on 2024-04-29 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: In geospatial analysis, navigating the complexities of data interpretation and analysis presents a formidable challenge. Traditional methods often need to efficiently handle vast volumes of geospatial data while providing insightful and actionable results. Scholars and practitioners grapple with manual or rule-based approaches, hindering progress in understanding and addressing pressing issues such as climate change, urbanization, and resource management. Ethics, Machine Learning, and Python in Geospatial Analysis offers a solution to the challenges faced by leveraging the extensive library support and user-friendly interface of Python and machine learning. The book’s meticulously crafted chapters guide readers through the intricacies of Python programming and its application in geospatial analysis, from fundamental concepts to advanced techniques.
Book Synopsis Data Classification and Incremental Clustering in Data Mining and Machine Learning by : Sanjay Chakraborty
Download or read book Data Classification and Incremental Clustering in Data Mining and Machine Learning written by Sanjay Chakraborty and published by Springer Nature. This book was released on 2022-05-10 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a comprehensive, hands-on guide to the basics of data mining and machine learning with a special emphasis on supervised and unsupervised learning methods. The book lays stress on the new ways of thinking needed to master in machine learning based on the Python, R, and Java programming platforms. This book first provides an understanding of data mining, machine learning and their applications, giving special attention to classification and clustering techniques. The authors offer a discussion on data mining and machine learning techniques with case studies and examples. The book also describes the hands-on coding examples of some well-known supervised and unsupervised learning techniques using three different and popular coding platforms: R, Python, and Java. This book explains some of the most popular classification techniques (K-NN, Naïve Bayes, Decision tree, Random forest, Support vector machine etc,) along with the basic description of artificial neural network and deep neural network. The book is useful for professionals, students studying data mining and machine learning, and researchers in supervised and unsupervised learning techniques.
Download or read book Language and Chronology written by and published by BRILL. This book was released on 2019-09-02 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Language and Chronology, Toner and Han use Machine Learning to tackle the fundamental problem of dating ancient and medieval texts. They move us beyond the simple querying of electronic texts towards the creation of a sophisticated tool for textual chronology.
Book Synopsis Behaviour in our Bones by : Cara S. Hirst
Download or read book Behaviour in our Bones written by Cara S. Hirst and published by Elsevier. This book was released on 2023-02-07 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exploring behaviour through bones has always been a fascinating topic to those that study human remains. Human bodies record and store vast amounts of information about the way we move, where we live, and our experiences of health and socioeconomic circumstances. We see it every day, and experience it, but when it comes to past populations, understanding behaviour is largely mediated by our ability to read it in bones. Behaviour in Our Bones: How Human Behaviour Influences Skeletal Morphology examines how human physical and cultural actions and interactions can be read through careful analyses of skeletal human remains. This book synthesises the latest research on reconstructing behaviour in the past. Each chapter is dedicated to a specific region of the human body, guiding the reader from head to toe and highlighting how evidence found on the skull, shoulder, thorax, spine, pelvis, and the upper and lower limbs has been used to infer patterns of activity and other behaviour. Chapter authors expertly summarise and critically discuss a range of methodological, theoretical, and interpretive approaches used to read skeletal remains and interpret a wide variety of behaviours, including tool use, locomotion, reproduction, health, pathology, and beyond. Serves as a comprehensive resource for readers who are new to human skeletal behaviour investigations Offers an overview on how behaviour may impact the entire skeleton (from head to toe) Discusses activities that can leave evidence on the human skeleton and how behaviour can become incorporated in bone Introduces methods that biological anthropologists use to quantify and interpret skeletal evidence for behaviour and its range of morphological variation Critically examines the current state of skeletal behaviour research and provides recommendations for future work in this field
