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Epidemic Modeling: Principles, Algorithms, and Applications

Autor Teddy Lazebnik
en Limba Engleză Paperback – oct 2026
Epidemic Modeling: Principles, Algorithms, and Applications is a comprehensive introduction and practical guide to building, understanding, and applying epidemiological models in real-world contexts. Bridging theory and practice, the book walks readers through the full modelling pipeline from the biological, social, and political drivers of disease spread to classical compartmental models such as SIR, and onward to modern computational techniques including agent-based simulation, machine learning, and optimization under uncertainty. Each chapter builds progressively, pairing clear conceptual explanations with hands-on code, real data examples, and step-by-step methods that readers can adapt to new challenges. Drawing on extensive academic and industry experience, the text emphasizes how modelling decisions are made in practice addressing real-world complications such as incomplete data, reporting delays, and measurement error. Designed as both a learning resource and long-term reference, the book equips readers to move beyond running existing models to designing, evaluating, and communicating their own. It also fosters a shared language across disciplines, helping technical and non-technical audiences engage meaningfully with modelling insights. Timely and practical, this book empowers the next generation of modelers and decision-makers to respond effectively to an increasingly complex epidemic landscape.

  • Guides readers through end-to-end epidemic modelling workflows
  • Demonstrates real-world applications with code and data-driven examples
  • Equips practitioners to design, adapt, and evaluate models for policy decisions
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Specificații

ISBN-13: 9780443555251
ISBN-10: 0443555257
Pagini: 250
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

1. The history of pandemics and epidemiological modeling
2. The biology, epidemiology, psychological, and governance aspects of pandemics
3. Compartmental temporal models
4. Compartmental spatio-temporal models
5. Multi-strain and evolving pandemics
6. Introduction to multi-agent computer simulations
7. Data-driven models
8. Parameter estimation and model calibration
9. Integrating surveillance, mobility, and genomic data in pandemic models
10. Modeling and optimizing intervention policies
11. Uncertainty quantification, sensitivity analysis, and model comparison
12. Computational considerations in pandemic models