Geospatial Abduction - Paulo Shakarian, V.S. Subrahmanian

Geospatial Abduction (eBook)

Principles and Practice
eBook Download: PDF
2011 | 2011
XVI, 168 Seiten
Springer New York (Verlag)
978-1-4614-1794-1 (ISBN)
Systemvoraussetzungen
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Imagine yourself as a military officer in a conflict zone trying to identify locations of weapons caches supporting road-side bomb attacks on your country's troops. Or imagine yourself as a public health expert trying to identify the location of contaminated water that is causing diarrheal diseases in a local population. Geospatial abduction is a new technique introduced by the authors that allows such problems to be solved. Geospatial Abduction provides the mathematics underlying geospatial abduction and the algorithms to solve them in practice; it has wide applicability and can be used by practitioners and researchers in many different fields. Real-world applications of geospatial abduction to military problems are included. Compelling examples drawn from other domains as diverse as criminology, epidemiology and archaeology are covered as well. This book also includes access to a dedicated website on geospatial abduction hosted by University of Maryland. Geospatial Abduction targets practitioners working in general AI, game theory, linear programming, data mining, machine learning, and more. Those working in the fields of computer science, mathematics, geoinformation, geological and biological science will also find this book valuable.
Imagine yourself as a military officer in a conflict zone trying to identify locations of weapons caches supporting road-side bomb attacks on your country's troops. Or imagine yourself as a public health expert trying to identify the location of contaminated water that is causing diarrheal diseases in a local population. Geospatial abduction is a new technique introduced by the authors that allows such problems to be solved. Geospatial Abduction provides the mathematics underlying geospatial abduction and the algorithms to solve them in practice; it has wide applicability and can be used by practitioners and researchers in many different fields. Real-world applications of geospatial abduction to military problems are included. Compelling examples drawn from other domains as diverse as criminology, epidemiology and archaeology are covered as well. This book also includes access to a dedicated website on geospatial abduction hosted by University of Maryland. Geospatial Abduction targets practitioners working in general AI, game theory, linear programming, data mining, machine learning, and more. Those working in the fields of computer science, mathematics, geoinformation, geological and biological science will also find this book valuable.

Introduction.- Point-based Geospatial Abduction.- Region-Based Geospatial Abduction.- Geospatial Abduction with Adaptive Adversaries.- Two Real-World Geospatial Abduction Applications.- Index.

Erscheint lt. Verlag 20.10.2011
Zusatzinfo XVI, 168 p.
Verlagsort New York
Sprache englisch
Themenwelt Informatik Datenbanken Data Warehouse / Data Mining
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Geowissenschaften Geografie / Kartografie
Technik
Schlagworte Abductive Inference • approximation algorithms • combinatorial optimization • Constraint Solving • Counter-IED • Data Mining • Geometric Reasoning • Geospatial reasoning • Linear Programming • machine learning • Protecting against improvised explosive device attacks
ISBN-10 1-4614-1794-5 / 1461417945
ISBN-13 978-1-4614-1794-1 / 9781461417941
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