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Uncertainty And Sensitivity Analysis In Archaeological Computational Modeling
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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 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 Simulating Prehistoric and Ancient Worlds by : Juan A. Barceló
Download or read book Simulating Prehistoric and Ancient Worlds written by Juan A. Barceló and published by Springer. This book was released on 2016-10-20 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a unique selection of fully reviewed, extended papers originally presented at the Social Simulation Conference 2014 in Barcelona, Spain. Only papers on the simulation of historical processes have been selected, the aim being to present theories and methods of computer simulation that can be relevant to understanding the past. Applications range from the Paleolithic and the origins of social life up to the Roman Empire and Early Modern societies. Case studies from Europe, America, Africa and Asia have been selected for publication. The extensive introduction offers a thorough review of the computer simulation of social dynamics in past societies as a means of understanding human history. This book will be of great interest to researchers in the social sciences, archaeology, evolutionary anthropology, and social history.
Book Synopsis Simulating Transitions to Agriculture in Prehistory by : Salvador Pardo-Gordó
Download or read book Simulating Transitions to Agriculture in Prehistory written by Salvador Pardo-Gordó and published by Springer Nature. This book was released on 2022-01-24 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights new and innovative approaches to archaeological research using computational modeling while focusing on the Neolithic transition around the world. The transformative effect of the spread and adoption of agriculture in prehistory cannot be overstated. Consequently, archaeologists have often focused their research on this transition, hoping to understand both the ecological causes and impacts of this shift, as well as the social motivations and constraints involved. Given the complex interplay of socio-ecological factors, the answers to these types of questions cannot be found using traditional archaeological methods alone. Computational modeling techniques have emerged as an effective approach for better understanding prehistoric data sets and the linkages between social and ecological factors at play during periods of subsistence change. Such techniques include agent-based modeling, Bayesian modeling, GIS modeling of the prehistoric environment, and the modeling of small-scale agriculture. As more archaeological data sets aggregate regarding the transition to agriculture, researchers are often left with few ways to relate these sets to one another. Computational modeling techniques such as those described above represent a critical next step in providing archaeological analyses that are important for understanding human prehistory around the world. Given its scope, this book will appeal to the many interdisciplinary scientists and researchers whose work involves archaeology and computational social science. Chapter “The Spread of Agriculture: Quantitative Laws in Prehistory?” is available open access under a Creative Commons Attribution 4.0 International License via springer.com.
Book Synopsis The Oxford Handbook of Archaeological Network Research by : Tom Brughmans
Download or read book The Oxford Handbook of Archaeological Network Research written by Tom Brughmans and published by Oxford University Press. This book was released on 2024-01-12 with total page 737 pages. Available in PDF, EPUB and Kindle. Book excerpt: Network research has recently been adopted as one of the tools of the trade in archaeology, used to study a wide range of topics: interactions between island communities, movements through urban spaces, visibility in past landscapes, material culture similarity, exchange, and much more. This Handbook is the first authoritative reference work for archaeological network research, featuring current topical trends and covering the archaeological application of network methods and theories. This is elaborately demonstrated through substantive topics and case studies drawn from a breadth of periods and cultures in world archaeology. It highlights and further develops the unique contributions made by archaeological research to network science, especially concerning the development of spatial and material culture network methods and approaches to studying long-term network change. This is the go-to resource for students and scholars wishing to explore how network science can be applied in archaeology through an up-to-date overview of the field.
Book Synopsis Social Complexity and Complex Systems in Archaeology by : Dries Daems
Download or read book Social Complexity and Complex Systems in Archaeology written by Dries Daems and published by Routledge. This book was released on 2021-02-22 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Complexity and Complex Systems in Archaeology turns to complex systems thinking in search of a suitable framework to explore social complexity in Archaeology. Social complexity in archaeology is commonly related to properties of complex societies such as states, as opposed to so-called simple societies such as tribes or chiefdoms. These conceptualisations of complexity are ultimately rooted in Eurocentric perspectives with problematic implications for the field of archaeology. This book provides an in-depth conceptualisation of social complexity as the core concept in archaeological and interdisciplinary studies of the past, integrating approaches from complex systems thinking, archaeological theory, social practice theory, and sustainability and resilience science. The book covers a long-term perspective of social change and stability, tracing the full cycle of complexity trajectories, from emergence and development to collapse, regeneration and transformation of communities and societies. It offers a broad vision on social complexity as a core concept for the present and future development of archaeology. This book is intended to be a valuable resource for students and scholars in the field of archaeology and related disciplines such as history, anthropology, sociology, as well as the natural sciences studying human-environment interactions in the past.
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 Finding the Limits of the Limes by : Philip Verhagen
Download or read book Finding the Limits of the Limes written by Philip Verhagen and published by Springer. This book was released on 2019-02-08 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book demonstrates the application of simulation modelling and network analysis techniques in the field of Roman studies. It summarizes and discusses the results of a 5-year research project carried out by the editors that aimed to apply spatial dynamical modelling to reconstruct and understand the socio-economic development of the Dutch part of the Roman frontier (limes) zone, in particular the agrarian economy and the related development of settlement patterns and transport networks in the area. The project papers are accompanied by invited chapters presenting case studies and reflections from other parts of the Roman Empire focusing on the themes of subsistence economy, demography, transport and mobility, and socio-economic networks in the Roman period. The book shows the added value of state-of-the-art computer modelling techniques and bridges computational and conventional approaches. Topics that will be of particular interest to archaeologists are the question of (forced) surplus production, the demographic and economic effects of the Roman occupation on the local population, and the structuring of transport networks and settlement patterns. For modellers, issues of sensitivity analysis and validation of modelling results are specifically addressed. This book will appeal to students and researchers working in the computational humanities and social sciences, in particular, archaeology and ancient history.
Book Synopsis An Interpretive Account to Agent-based Social Simulation by : Martin Neumann
Download or read book An Interpretive Account to Agent-based Social Simulation written by Martin Neumann and published by Taylor & Francis. This book was released on 2023-09-11 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using the investigation of criminal culture as an example application, this edited volume presents a novel approach to agent-based simulation: interpretive agent-based social simulation as a methodological and transdisciplinary approach to examining the potential of qualitative data and methods for agent-based modelling (ABM). Featuring updated articles as well as original chapters which provide a cohesive and novel approach to the digital humanities, the book challenges the common conviction that hermeneutics and simulation are two mutually exclusive ways to understand and explain human behaviour and social change. Exploring how methodology benefits from taking cultural complexities into account and bringing these methods together in an innovative combination of qualitative-hermeneutic and digital techniques, the book unites experts in the field to connect ABM to narrative theories, thereby providing a novel tool for cultural studies. An innovative methodological contribution to narrative theory, this volume will be of primary benefit to researchers, scholars, and academics in the fields of ABM, hermeneutics, and criminology. The book will also appeal to those working in policing, security, and forensic consultation.
Book Synopsis Sensitivity and Uncertainty Analysis by : Dan G. Cacuci
Download or read book Sensitivity and Uncertainty Analysis written by Dan G. Cacuci and published by CRC Press. This book was released on 2005-05-16 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: As computer-assisted modeling and analysis of physical processes have continued to grow and diversify, sensitivity and uncertainty analyses have become indispensable scientific tools. Sensitivity and Uncertainty Analysis. Volume I: Theory focused on the mathematical underpinnings of two important methods for such analyses: the Adjoint Sensitivity Analysis Procedure and the Global Adjoint Sensitivity Analysis Procedure. This volume concentrates on the practical aspects of performing these analyses for large-scale systems. The applications addressed include two-phase flow problems, a radiative convective model for climate simulations, and large-scale models for numerical weather prediction.
Book Synopsis Assessing the Reliability of Complex Models by : National Research Council
Download or read book Assessing the Reliability of Complex Models written by National Research Council and published by National Academies Press. This book was released on 2012-07-26 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in computing hardware and algorithms have dramatically improved the ability to simulate complex processes computationally. Today's simulation capabilities offer the prospect of addressing questions that in the past could be addressed only by resource-intensive experimentation, if at all. Assessing the Reliability of Complex Models recognizes the ubiquity of uncertainty in computational estimates of reality and the necessity for its quantification. As computational science and engineering have matured, the process of quantifying or bounding uncertainties in a computational estimate of a physical quality of interest has evolved into a small set of interdependent tasks: verification, validation, and uncertainty of quantification (VVUQ). In recognition of the increasing importance of computational simulation and the increasing need to assess uncertainties in computational results, the National Research Council was asked to study the mathematical foundations of VVUQ and to recommend steps that will ultimately lead to improved processes. Assessing the Reliability of Complex Models discusses changes in education of professionals and dissemination of information that should enhance the ability of future VVUQ practitioners to improve and properly apply VVUQ methodologies to difficult problems, enhance the ability of VVUQ customers to understand VVUQ results and use them to make informed decisions, and enhance the ability of all VVUQ stakeholders to communicate with each other. This report is an essential resource for all decision and policy makers in the field, students, stakeholders, UQ experts, and VVUQ educators and practitioners.
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 Computational Models of Complex Systems by : Vijay Kumar Mago
Download or read book Computational Models of Complex Systems written by Vijay Kumar Mago and published by Springer Science & Business Media. This book was released on 2013-10-31 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational and mathematical models provide us with the opportunities to investigate the complexities of real world problems. They allow us to apply our best analytical methods to define problems in a clearly mathematical manner and exhaustively test our solutions before committing expensive resources. This is made possible by assuming parameter(s) in a bounded environment, allowing for controllable experimentation, not always possible in live scenarios. For example, simulation of computational models allows the testing of theories in a manner that is both fundamentally deductive and experimental in nature. The main ingredients for such research ideas come from multiple disciplines and the importance of interdisciplinary research is well recognized by the scientific community. This book provides a window to the novel endeavours of the research communities to present their works by highlighting the value of computational modelling as a research tool when investigating complex systems. We hope that the readers will have stimulating experiences to pursue research in these directions.
Book Synopsis Resurfacing the Submerged Past by : Hans Peeters
Download or read book Resurfacing the Submerged Past written by Hans Peeters and published by . This book was released on 2021-11-19 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: A scientific synthesis of 50 years of archaeological and palaeolandscape research on the prehistory of the Flevoland Polders, the Netherlands.
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 Left Coast Press. This book was released on 2013-08-31 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction / Andrew Bevan and Mark Lake -- Intensities, interactions and uncertainties : some new approaches to archaeological distributions / Andrew Bevan, Enrico Crema, Xiuzhen Li and Alessio Palmisano -- An examination of automated archaeological feature recognition in remotely sensed imagery / Kenneth Kvamme -- An introduction to integrative distance analysis / Terence Clarke -- Network models and archaeological spaces / Ray Rivers, Carl Knappett, Timothy Evans -- Multilevel selection and the evolution of food sharing in fragmented environments : a spatially explicit model and its implications for early Stone Age archaeology / Luke Premo -- Stories of the past or science of the future? : archaeology and computational social science / Michael Barton -- The potential and limits of optimal path analysis / Irmela Herzog -- Compute-intensive GIS visibility analysis of the settings of prehistoric stone circles / Mark Lake and Damon Ortega -- Reconsidering the concept of visualscape : recent advances in three-dimensional visibility analysis / Eleftheria Paliou -- Formal and informal analysis of rendered space : the Basilica Portuense / Graeme Earl, Vito Porcelli, Constantinos Papadopoulos, Gareth Beale, Matthew Harrison, Hembo Pagi and Simon Keay -- Reproducible data analysis and the open source paradigm in archaeology / Benjamin Ducke.
Author :Associate Professor Classical Archaeology and Centre for Urban Network Evolutions (Urbnet) Tom Brughmans Publisher :Oxford University Press ISBN 13 :0192857827 Total Pages :355 pages Book Rating :4.1/5 (928 download)
Book Synopsis Simulating Roman Economies by : Associate Professor Classical Archaeology and Centre for Urban Network Evolutions (Urbnet) Tom Brughmans
Download or read book Simulating Roman Economies written by Associate Professor Classical Archaeology and Centre for Urban Network Evolutions (Urbnet) Tom Brughmans and published by Oxford University Press. This book was released on 2022-09-14 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: The use of formal modelling and computational simulation in studies of the Roman economy has become more common over the last decade. But detailed critical evaluations of this innovative approach are still missing and much needed. What kinds of insights about the Roman economy can it lead to that could not have been obtained through more established approaches, and how do simulation methods constructively enhance research processes in Roman Studies? This edited volume addresses this need through critical discussion and convincing examples. It presents the Roman economy as a highly complex system, traditionally studied through critical examinations of material and textual sources, and understood through a wealth of diverging theories. A key contribution of simulation lies in its ability to formally represent diverse theories of Roman economic phenomena, and test them against empirical evidence. Critical simulation studies rely on collaboration across Roman data, theory, and method specialisms, and can constructively enhance multivocality of theoretical debates of the Roman economy. This potential is illustrated, avoiding computational and mathematical language, through simulation studies of a wealth of Roman economic phenomena: from maritime trade and terrestrial transport infrastructures, through the economic impacts of the Antonine Plague and demography, to local cult economies and grain trade. Through these examples and discussions, this volume aims to provide the common ground, guidance, and inspiration needed to make simulation methods part of the tools of the trade in Roman Studies, and to allow them to make constructive contributions to our understanding of the Roman economy.
