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Demand-Driven Associative Classification (SpringerBriefs in Computer Science)

Posted on 2011-05-30




Name:Demand-Driven Associative Classification (SpringerBriefs in Computer Science)
ASIN/ISBN:0857295241
Publisher:S***ger
Publish Date:2011
Pages:117 pages
File size:2.6 Mb
Publisher: S***ger
Publish Date: 2011
ISBN: 0857295241
File Type: PDF
Pages: 117 pages
File Size: 2.6 MB
   Demand-Driven Associative Classification (SpringerBriefs in Computer Science)

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Adriano Veloso, ""

The ultimate goal of machines is to help humans to solve problems.

Such problems range between two extremes: structured problems for which the solution is totally defined (and thus are easily programmed by humans), and random problems for which the solution is completely undefined (and thus cannot be programmed). Problems in the vast middle ground have solutions that cannot be well defined and are, thus, inherently hard to program. Machine Learning is the way to handle this vast middle ground, so that many tedious and difficult

hand-coding tasks would be replaced by automatic learning methods. There are several machine learning tasks, and this work is focused on a major one, which is known as classification. Some classification problems are hard to solve, but we show that they can be decomposed into much simpler sub-problems. We also

show that independently solving these sub-problems by taking into account their particular demands, often leads to improved classification performance.

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