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9783319289694: Context-Enhanced Information Fusion: Boosting Real-World Performance with Domain Knowledge: 0 (Advances in Computer Vision and Pattern Recognition)

Sinopsis

This text reviews the fundamental theory and latest methods for including contextual information in fusion process design and implementation. Chapters are contributed by the foremost international experts, spanning numerous developments and applications. The book highlights high- and low-level information fusion problems, performance evaluation under highly demanding conditions, and design principles. A particular focus is placed on approaches that integrate research from different communities, emphasizing the benefit of combining different techniques to overcome the limitations of a single perspective. Features: introduces the terminology and core elements in information fusion and context; presents key themes for context-enhanced information fusion; discusses design issues in developing context-aware fusion systems; provides mathematical grounds for modeling the contextual influences in representative fusion problems; describes the fusion of hard and soft data; reviews a diverse range of applications.

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Acerca del autor

Dr. Lauro Snidaro is an Assistant Professor in the Department of Mathematics and Computer Science at the University of Udine, Italy. Dr. Jesús García is an Associate Professor in the Computer Science and Engineering Department at the Carlos III University of Madrid, Spain. Dr. James Llinas is an Emeritus Professor in the Department of Industrial and Systems Engineering, and in the Department of Electrical Engineering, at the State University of New York at Buffalo, NY, USA. Dr. Erik Blasch is a Principal Scientist at the Air Force Research Laboratory Information Directorate (AFRL/RIEA) in Rome, NY, USA. The editors and contributors have all been leading experts within the international society of information fusion (ISIF).

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This interdisciplinary text/reference reviews thefundamental theory and latest methods for including contextual information infusion process design and implementation. Chapters are contributed by theforemost international experts, spanning numerous developments andapplications. The book highlights high- and low-level information fusionproblems, performance evaluation under highly demanding conditions, and designprinciples. A particular focus is placed on holistic approaches that integrateresearch from different communities, emphasizing the benefit of combiningdifferent techniques to overcome the limitations of a single perspective or approach.

 

Topics andfeatures:

 

·        Introduces the essential terminology and core elementsin information fusion and context, conveyed with the support of the JDL/DFIGdata fusion model

·        Presents key themes for context-enhanced informationfusion, including topics derived from target tracking, decision support andthreat assessment

·        Discusses design issues in developing context-awarefusion systems, proposing several architectures optimized for context accessand discovery

·        Provides mathematical grounds for modeling thecontextual influences in representative fusion problems, such as sensor qualityassessment, target tracking, robotics, and text analysis

·        Describes the fusion of device-generated (hard) datawith human-generated (soft) data

·        Reviews a diverse range of applications where theexploitation of contextual information in the fusion process boosts systemperformance

 

This authoritative volume will be of great use toresearchers, academics, and practitioners pursuing applications whereinformation fusion offers a solution. The broad coverage will appeal to thoseinvolved in a variety of disciplines, from machine learning and data mining, tomachine vision, decision support systems, and systems engineering.

 

Dr. Lauro Snidaro is an Assistant Professorin the Department of Mathematics and Computer Science at the University ofUdine, Italy. Dr. Jesús García is an AssociateProfessor in the Computer Science and Engineering Department at the Carlos IIIUniversity of Madrid, Spain. Dr. JamesLlinas is an Emeritus Professor in the Department of Industrial and SystemsEngineering, and in the Department of Electrical Engineering, at the StateUniversity of New York at Buffalo, NY, USA. Dr. Erik Blasch is a Principal Scientistat the Air Force Research Laboratory Information Directorate (AFRL/RIEA) inRome, NY, USA. The editors and contributors have all been leading expertswithin the international society of information fusion (www.isif.org).

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9783319804644: Context-Enhanced Information Fusion: Boosting Real-World Performance with Domain Knowledge: 0 (Advances in Computer Vision and Pattern Recognition)

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ISBN 10:  3319804642 ISBN 13:  9783319804644
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Snidaro, Lauro|García, Jesús|Llinas, James|Blasch, Erik
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Condición: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Provides a special focus on practical approaches to solvingreal-world problemsDescribes the application of signal and intelligenceprocessing approaches to open challenges in information fusionPresents an holistic approach, integrating resea. Nº de ref. del artículo: 106834117

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Buch. Condición: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This text reviews the fundamental theory and latest methods for including contextual information in fusion process design and implementation. Chapters are contributed by the foremost international experts, spanning numerous developments and applications. The book highlights high- and low-level information fusion problems, performance evaluation under highly demanding conditions, and design principles. A particular focus is placed on approaches that integrate research from different communities, emphasizing the benefit of combining different techniques to overcome the limitations of a single perspective. Features: introduces the terminology and core elements in information fusion and context; presents key themes for context-enhanced information fusion; discusses design issues in developing context-aware fusion systems; provides mathematical grounds for modeling the contextual influences in representative fusion problems; describes the fusion of hard and soft data; reviews a diverse range of applications. 724 pp. Englisch. Nº de ref. del artículo: 9783319289694

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Buch. Condición: Neu. Druck auf Anfrage Neuware - Printed after ordering - This text reviews the fundamental theory and latest methods for including contextual information in fusion process design and implementation. Chapters are contributed by the foremost international experts, spanning numerous developments and applications. The book highlights high- and low-level information fusion problems, performance evaluation under highly demanding conditions, and design principles. A particular focus is placed on approaches that integrate research from different communities, emphasizing the benefit of combining different techniques to overcome the limitations of a single perspective. Features: introduces the terminology and core elements in information fusion and context; presents key themes for context-enhanced information fusion; discusses design issues in developing context-aware fusion systems; provides mathematical grounds for modeling the contextual influences in representative fusion problems; describes the fusion of hard and soft data; reviews a diverse range of applications. Nº de ref. del artículo: 9783319289694

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Buch. Condición: Neu. Neuware -This text reviews the fundamental theory and latest methods for including contextual information in fusion process design and implementation. Chapters are contributed by the foremost international experts, spanning numerous developments and applications. The book highlights high- and low-level information fusion problems, performance evaluation under highly demanding conditions, and design principles. A particular focus is placed on approaches that integrate research from different communities, emphasizing the benefit of combining different techniques to overcome the limitations of a single perspective. Features: introduces the terminology and core elements in information fusion and context; presents key themes for context-enhanced information fusion; discusses design issues in developing context-aware fusion systems; provides mathematical grounds for modeling the contextual influences in representative fusion problems; describes the fusion of hard and soft data; reviews a diverse range of applications.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 724 pp. Englisch. Nº de ref. del artículo: 9783319289694

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Hardcover. Condición: new. Hardcover. This text reviews the fundamental theory and latest methods for including contextual information in fusion process design and implementation. Chapters are contributed by the foremost international experts, spanning numerous developments and applications. The book highlights high- and low-level information fusion problems, performance evaluation under highly demanding conditions, and design principles. A particular focus is placed on approaches that integrate research from different communities, emphasizing the benefit of combining different techniques to overcome the limitations of a single perspective. Features: introduces the terminology and core elements in information fusion and context; presents key themes for context-enhanced information fusion; discusses design issues in developing context-aware fusion systems; provides mathematical grounds for modeling the contextual influences in representative fusion problems; describes the fusion of hard and soft data; reviews a diverse range of applications. This text reviews the fundamental theory and latest methods for including contextual information in fusion process design and implementation. The book highlights high- and low-level information fusion problems, performance evaluation under highly demanding conditions, and design principles. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Nº de ref. del artículo: 9783319289694

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