EAN: 9783319540238

TRANSPARENT DATA MINING FOR BIG AND SMALL DATA ...

This book focuses on new and emerging data mining solutions that offer a greater level of
transparency than existing solutions. Transparent data mining solutions with desirable
properties (e.g. effective  fully automatic  scalable) are covered in the book. Experimental
findings of transparent solutions are tailored to different domain experts  and experimental
metrics for evaluating algorithmic transparency are presented. The book also discusses societal
effects of black box vs. transparent approaches to data mining  as well as real-world use cases
for these approaches.As algorithms increasingly support different aspects of modern life  a
greater level of transparency is sorely needed  not least because discrimination and biases
have to be avoided. With contributions from domain experts  this book provides an overview of
an emerging area of data mining that has profound societal consequences  and provides the
technical background to for readers to contribute to the field or to put existing approaches to
practical use.

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