Multidimensional Data Visualization

Methods and Applications

Gintautas Dzemyda, Olga Kurasova, Julius Žilinskas (Autoren)

Buch | Softcover

252 Seiten

2014
Springer-Verlag New York Inc.
978-1-4899-9000-6 (ISBN)

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This book presents a variety of methods used in multidimensional data visualization. It details new research results and trends in the field, including optimization, artificial neural networks, combinations of algorithms, and parallel computing.

This book highlights recent developments in multidimensional data visualization, presenting both new methods and modifications on classic techniques. Throughout the book, various applications of multidimensional data visualization are presented including its uses in social sciences (economy, education, politics, psychology), environmetrics, and medicine (ophthalmology, sport medicine, pharmacology, sleep medicine).

The book provides recent research results in optimization-based visualization. Evolutionary algorithms and a two-level optimization method, based on combinatorial optimization and quadratic programming, are analyzed in detail. The performance of these algorithms and the development of parallel versions are discussed.

The utilization of new visualization techniques to improve the capabilies of artificial neural networks (self-organizing maps, feed-forward networks) is also discussed.

The book includes over 100 detailed images presenting examples of the many different visualization techniques that the book presents.

This book is intended for scientists and researchers in any field of study where complex and multidimensional data must be represented visually.

Preface.- 1. Multidimensional Data and the Concept of Visualization.- 2. Strategies for Multidimensional Data Visualization.- 3. Optimization-Based Visualization.- 4. Combining Multidimensional Scaling with Artificial Neural Networks.- 5. Applications of Visualizations.- A. Test Data Sets.- References.- Index.

Erscheint lt. Verlag	13.12.2014
Reihe/Serie	Springer Optimization and Its Applications ; 75
Zusatzinfo	XII, 252 p.
Verlagsort	New York
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Grafik / Design ► Digitale Bildverarbeitung
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Algebra
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Mathematik / Informatik ► Mathematik ► Finanz- / Wirtschaftsmathematik
	Mathematik / Informatik ► Mathematik ► Graphentheorie
ISBN-10	1-4899-9000-3 / 1489990003
ISBN-13	978-1-4899-9000-6 / 9781489990006
Zustand	Neuware