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Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems

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Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems - Dong, Guozhu, and Han, Jiawei (Editor), and Getoor, Lise (Editor)
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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 ...

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Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems 2019, Morgan & Claypool, San Rafael

ISBN-13: 9781681735023

Trade paperback

Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems 2019, Morgan & Claypool, San Rafael

ISBN-13: 9781681735047

Hardcover

Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems 2019, Springer

ISBN-13: 9783031007859

Trade paperback