Transparent Data Mining for Big and Small Data (Studies in Big Data)

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keywords:databases and sql,databases sql,sql databases,security of databases,security databases,

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.

keywords:databases and sql,databases sql,sql databases,security of databases,security databases,

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eBook Details:
Category: Databases
Author: Tania Cerquitelli
Language: English
ISBN10: 3319540238
ISBN13: 9783319540238
Pages: 215
PubDate: 2017-06-07 00:00:00
UploadDate: 5/9/2017 7:27:40 pm

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