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Technical Data Complexity in Pattern Recognition (Advanced Information and Knowledge Processing)
Posted on 2010-03-15
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Data Complexity in Pattern Recognition (Advanced Information and Knowledge Processing) Publisher: Springer
Number Of Pages: 300 Publication Date: 2006-09-15 Sales Rank: 1525093 ISBN / ASIN: 1846281717 EAN: 9781846281716 Binding: Hardcover Manufacturer: Springer Studio: Springer Machines capable of automatic pattern recognition have many fascinating uses in science & engineering as well as in our daily lives. Algorithms for supervised classification, where one infers a decision boundary from a set of training examples, are at the core of this capability. This book takes a close view of data complexity & its role in shaping the theories & techniques in different disciplines & asks: What is missing from current classification techniques? When the automatic classifiers are not perfect, is it a deficiency of the algorithms by design, or is it a difficulty intrinsic to the classification task? How do we know whether we have exploited to the fullest extent the knowledge embedded in the training data? Uunique in its comprehensive coverage & multidisciplinary approach from various methodological & practical perspectives, researchers & practitioners will find this book an insightful reference to learn about current available techniques as well as application areas.
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