Modeling Populations of Adaptive Individuals

Steven F Railsback

ISBN 10: 0691180490 / ISBN 13: 9780691180496

Published by Princeton University Press Mai 2020, 2020

About this Item

Neuware - 'This book offers a new theory for modeling how organisms make tradeoff decisions and how these decisions affect both individuals and populations. Tradeoff decisions (or behaviors) are those that are optimize survival and include behaviors like foraging and reproduction. Existing theories have not painted a complete picture of tradeoff decisions because they only observe how the decisions of an individual affect them rather than how individuals impact, and are impacted by, the behavior of their communities. The authors' theory-which they call state and prediction based theory-uses individual-based models since these models show the complex ways that organisms relate to their environment. The authors' broader approach, one that integrates behavior and population dynamics, allows ecologists to see how individuals make adaptive tradeoff decisions. In simpler terms, this theory does not assume, as the previous models do, that future conditions are fixed, known, and unaffected by the behavior of others. Instead, the authors assume individuals make decisions like people do, which is by forecasting future conditions, using approximation to make good decisions, and updating their choices as conditions change'.

Seller Inventory # 9780691180496

Bibliographic Details

• Title: Modeling Populations of Adaptive Individuals
• Publisher: Princeton University Press Mai 2020
• Publication Date: 2020
• Language: English
• ISBN 10: 0691180490
• ISBN 13: 9780691180496
• Binding: Buch
• Condition: Neu

About this title

Synopsis

Ecologists now recognize that the dynamics of populations, communities, and ecosystems are strongly affected by adaptive individual behaviors. Yet until now, we have lacked effective and flexible methods for modeling such dynamics. Traditional ecological models become impractical with the inclusion of behavior, and the optimization approaches of behavioral ecology cannot be used when future conditions are unpredictable due to feedbacks from the behavior of other individuals. This book provides a comprehensive introduction to state- and prediction-based theory, or SPT, a powerful new approach to modeling trade-off behaviors in contexts such as individual-based population models where feedbacks and variability make optimization impossible.

Modeling Populations of Adaptive Individuals features a wealth of examples that range from highly simplified behavior models to complex population models in which individuals make adaptive trade-off decisions about habitat and activity selection in highly heterogeneous environments. Steven Railsback and Bret Harvey explain how SPT builds on key concepts from the state-based dynamic modeling theory of behavioral ecology, and how it combines explicit predictions of future conditions with approximations of a fitness measure to represent how individuals make good―not optimal―decisions that they revise as conditions change. The resulting models are realistic, testable, adaptable, and invaluable for answering fundamental questions in ecology and forecasting ecological outcomes of real-world scenarios.

About the Author

Steven F. Railsback is adjunct professor of mathematics at Humboldt State University and a consulting ecologist. His books include Individual-based Modeling and Ecology and Agent-Based and Individual-Based Modeling (both Princeton). Bret C. Harvey is an aquatic ecologist with the US Forest Service and adjunct professor of fisheries biology at Humboldt State.