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Data Mining Applications Using Artificial Adaptive Systems (Hardcover, 2013 ed.)
Loot Price: R2,915
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Data Mining Applications Using Artificial Adaptive Systems (Hardcover, 2013 ed.)
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This volume directly addresses the complexities involved in data
mining and the development of new algorithms, built on an
underlying theory consisting of linear and non-linear dynamics,
data selection, filtering, and analysis, while including analytical
projection and prediction. The results derived from the analysis
are then further manipulated such that a visual representation is
derived with an accompanying analysis. The book brings very current
methods of analysis to the forefront of the discipline, provides
researchers and practitioners the mathematical underpinning of the
algorithms, and the non-specialist with a visual representation
such that a valid understanding of the meaning of the adaptive
system can be attained with careful attention to the visual
representation. The book presents, as a collection of documents,
sophisticated and meaningful methods that can be immediately
understood and applied to various other disciplines of research.
The content is composed of chapters addressing: An application of
adaptive systems methodology in the field of post-radiation
treatment involving brain volume differences in children; A new
adaptive system for computer-aided diagnosis of the
characterization of lung nodules; A new method of multi-dimensional
scaling with minimal loss of information; A description of the
semantics of point spaces with an application on the analysis of
terrorist attacks in Afghanistan; The description of a new family
of meta-classifiers; A new method of optimal informational sorting;
A general method for the unsupervised adaptive classification for
learning; and the presentation of two new theories, one in target
diffusion and the other in twisting theory.
General
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