Individual-based Modeling and Ecology

Individual-based Modeling and Ecology
Title Individual-based Modeling and Ecology PDF eBook
Author Volker Grimm
Publisher Princeton University Press
Pages 445
Release 2013-11-28
Genre Science
ISBN 1400850622

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Individual-based models are an exciting and widely used new tool for ecology. These computational models allow scientists to explore the mechanisms through which population and ecosystem ecology arises from how individuals interact with each other and their environment. This book provides the first in-depth treatment of individual-based modeling and its use to develop theoretical understanding of how ecological systems work, an approach the authors call "individual-based ecology.? Grimm and Railsback start with a general primer on modeling: how to design models that are as simple as possible while still allowing specific problems to be solved, and how to move efficiently through a cycle of pattern-oriented model design, implementation, and analysis. Next, they address the problems of theory and conceptual framework for individual-based ecology: What is "theory"? That is, how do we develop reusable models of how system dynamics arise from characteristics of individuals? What conceptual framework do we use when the classical differential equation framework no longer applies? An extensive review illustrates the ecological problems that have been addressed with individual-based models. The authors then identify how the mechanics of building and using individual-based models differ from those of traditional science, and provide guidance on formulating, programming, and analyzing models. This book will be helpful to ecologists interested in modeling, and to other scientists interested in agent-based modeling.

Individual-Based Models and Approaches In Ecology

Individual-Based Models and Approaches In Ecology
Title Individual-Based Models and Approaches In Ecology PDF eBook
Author D. L. DeAngelis
Publisher CRC Press
Pages 577
Release 2018-01-18
Genre Mathematics
ISBN 1351090364

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Until fairly recently, populations were handled as homogenized averages, which made modeling feasible but which ignored the essential fact that in any population there is a great variety of individuals of different ages, sizes, and degrees of fitness. Recently, because of the increased availability of affordable computer power, approaches have been developed which are able to recognize individual differences. Individual-based models are of great use in the areas of aquatic ecology, terrestrial ecology, landscape or physiological ecology, terrestrial ecology, landscape or physiological ecology, and agriculture. This book discusses which biological problems individual-based models can solve, as well as the models' inherent limitations. It explores likely future directions of theoretical development in these models, as well as currently feasible management applications and the best mathematical approaches and computer languages to use. The book also details specific applications to theory and management.

Individual-Based Models of Cultural Evolution

Individual-Based Models of Cultural Evolution
Title Individual-Based Models of Cultural Evolution PDF eBook
Author Alberto Acerbi
Publisher Taylor & Francis
Pages 223
Release 2022-07-05
Genre Psychology
ISBN 1000602036

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Individual-Based Models of Cultural Evolution shows readers how to create individual-based models of cultural evolution using the programming language R. The field of cultural evolution has emerged in the last few decades as a thriving, interdisciplinary effort to understand cultural change and cultural diversity within an evolutionary framework and using evolutionary tools, concepts, and methods. Given its roots in evolutionary biology, much of cultural evolution is grounded in, or inspired by, formal models. Yet many researchers interested in cultural evolution come from backgrounds that lack training in formal modelling, such as psychology, anthropology or archaeology. This book addresses that gap. It provides example code in R for readers to run their own models, moving from very simple models of the basic processes of cultural evolution, such as biased transmission and cultural mutation, to more advanced topics such as the evolution of social learning, demographic effects, and social network analysis. Features of this book: Recreates existing models in the literature to show how these were created and to enable readers to have a better understanding of their significance and how to apply them to their own research questions Provides full R code to realize models and analyse and plot outputs, with line-by-line analysis Requires no previous knowledge of the field of cultural evolution, and only very basic programming knowledge This is an essential resource for researchers and students interested in cultural evolution, including disciplines such as psychology, anthropology, archaeology, and biology as well as sociology and digital humanities.

An Introduction to Models in the Social Sciences

An Introduction to Models in the Social Sciences
Title An Introduction to Models in the Social Sciences PDF eBook
Author Charles A. Lave
Publisher University Press of America
Pages 436
Release 1993
Genre Social Science
ISBN 9780819183811

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What is a model? How do you construct one? What are some common models in the social sciences? How can models be applied in new situations? What makes a model good? Focusing on answers to these and related questions, this multidisciplinary introduction to model building in the social sciences formulates interesting problems that involve students in creative model building and the process of invention. The book describes models of individual choice, exchange, adaptation, and diffusion. Throughout, student participation in analytical thinking is encouraged. Originally published in 1975 by HarperCollins Publishers.

Individual and Family Stress and Crises

Individual and Family Stress and Crises
Title Individual and Family Stress and Crises PDF eBook
Author Janice Gauthier Weber
Publisher SAGE
Pages 273
Release 2010-12-02
Genre Family & Relationships
ISBN 1452237271

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The first comprehensive text on stress and crisis management specifically tailored to courses focusing on the family Organized by stress model, this book helps readers understand the relationships among models, research, crisis prevention, and crisis management with individuals and families. Providing a balance of theory, research, hands-on applications, and intervention strategies, this innovative text presents a comprehensive overview of the field. Intended Audience Individual and Family Stress and Crises is ideal as a core text for upper division undergraduate and graduate students in courses such as Family Crisis, Family Stress & Coping, and Dysfunctions in Marriage & Family.

Agent-Based and Individual-Based Modeling

Agent-Based and Individual-Based Modeling
Title Agent-Based and Individual-Based Modeling PDF eBook
Author Steven F. Railsback
Publisher Princeton University Press
Pages 358
Release 2019-03-26
Genre Science
ISBN 0691190836

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The essential textbook on agent-based modeling—now fully updated and expanded Agent-Based and Individual-Based Modeling has become the standard textbook on the subject for classroom use and self-instruction. Drawing on the latest version of NetLogo and fully updated with new examples, exercises, and an enhanced text for easier comprehension, this is the essential resource for anyone seeking to understand how the dynamics of biological, social, and other complex systems arise from the characteristics of the agents that make up these systems. Steven Railsback and Volker Grimm lead students stepwise through the processes of designing, programming, documenting, and doing scientific research with agent-based models, focusing on the adaptive behaviors that make these models necessary. They cover the fundamentals of modeling and model analysis, introduce key modeling concepts, and demonstrate how to implement them using NetLogo. They also address pattern-oriented modeling, an invaluable strategy for modeling real-world problems and developing theory. This accessible and authoritative book focuses on modeling as a tool for understanding real complex systems. It explains how to pose a specific question, use observations from actual systems to design models, write and test software, and more. A hands-on introduction that guides students from conceptual design to computer implementation to analysis Filled with new examples and exercises and compatible with the latest version of NetLogo Ideal for students and researchers across the natural and social sciences Written by two leading practitioners Supported by extensive instructional materials at www.railsback-grimm-abm-book.com

The Individual Microbe: Single-Cell Analysis and Agent-Based Modelling

The Individual Microbe: Single-Cell Analysis and Agent-Based Modelling
Title The Individual Microbe: Single-Cell Analysis and Agent-Based Modelling PDF eBook
Author Johan H. J. Leveau
Publisher Frontiers Media SA
Pages 187
Release 2019-02-19
Genre
ISBN 2889457494

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Recent technological advances in single-cell microbiology, using flow cytometry, microfluidics, x-ray fluorescence microprobes, and single-cell -omics, allow for the observation of individuals within populations. Simultaneously, individual-based models (or more generally agent-based models) allow for individual microbes to be simulated. Bridging these techniques forms the foundation of individual-based ecology of microbes (µIBE). µIBE has elucidated genetic and phenotypic heterogeneity that has important consequences for a number of human interests, including antibiotic or biocide resistance, the productivity and stability of industrial fermentations, the efficacy of food preservatives, and the potential of pathogens to cause disease. Individual-based models can help us to understand how these sets of traits of individual microbes influence the above. This eBook compiles all publications from a recent Research Topic in Frontiers in Microbiology. It features recent research where individual observational and/or modelling techniques are applied to gain unique insights into the ecology of microorganisms. The Research Topic “The Individual Microbe: Single-Cell Analysis and Agent-Based Modelling” arose from the 2016 @ASM conference of the same name hosted by the American Society for Microbiology at its headquarters in Washington, D.C. We are grateful to ASM for funding and hosting this conference.