Exploiting the Power of Group Differences
Guozhu Dong
Broschiertes Buch

Exploiting the Power of Group Differences

Using Patterns to Solve Data Analysis Problems

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This book presents pattern-based problem-solving methods for a variety of machine learning and data analysis problems. The methods are all based on techniques that exploit the power of group differences. They make use of group differences represented using emerging patterns (aka contrast patterns), which are patterns that match significantly different numbers of instances in different data groups. A large number of applications outside of the computing discipline are also included.Emerging patterns (EPs) are useful in many ways. EPs can be used as features, as simple classifiers, as subpopulat...