Methods and guidelines for developing and using mathematical modelsTurn to Effective Groundwater Model Calibration for a set of methods and guidelines that can help produce more accurate and transparent mathematical models. The models can represent groundwater flow and transport and other natural an
Uncertainty and Sensitivity Analysis in Archaeological Computational Modeling
โ Scribed by Marieka Brouwer Burg, Hans Peeters, William A. Lovis (eds.)
- Publisher
- Springer International Publishing
- Year
- 2016
- Tongue
- English
- Leaves
- 189
- Series
- Interdisciplinary Contributions to Archaeology
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
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.
โฆ Table of Contents
Front Matter....Pages i-xvi
Introduction to Uncertainty and Sensitivity Analysis in Archaeological Computational Modeling....Pages 1-20
Is There a Research Design Role for Sensitivity Analysis (SA) in Archaeological Modeling?....Pages 21-36
Epistemic Considerations About Uncertainty and Model Selection in Computational Archaeology: A Case Study on Exploratory Modeling....Pages 37-58
GIS-Based Modeling of Archaeological Dynamics (GMAD): Weaknesses, Strengths, and the Utility of Sensitivity Analysis....Pages 59-79
Assessing Nonlinear Behaviors in an Agent-Based Model....Pages 81-90
Scale Dependency in Agent-Based Modeling: How Many Time Steps? How Many Simulations? How Many Agents?....Pages 91-111
The Sensitivity of Demographic Characteristics to the Strength of the Population Stabilizing Mechanism in a Model Hunter-Gatherer System....Pages 113-130
Archaeological Simulation and the Testing Paradigm....Pages 131-156
Uncertainties....Pages 157-169
Back Matter....Pages 171-175
โฆ Subjects
Archaeology;Computer Appl. in Social and Behavioral Sciences
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