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Books > Reference & Interdisciplinary > Communication studies > Information theory > Cybernetics & systems theory
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Transparent Data Mining for Big and Small Data (Hardcover, 1st ed. 2017)
Loot Price: R4,460
Discovery Miles 44 600
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Transparent Data Mining for Big and Small Data (Hardcover, 1st ed. 2017)
Series: Studies in Big Data, 32
Expected to ship within 12 - 17 working days
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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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