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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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Politecnico di Torino3,2009 –TITB Cited by 0 References 0 bibtex SeaRum: A Cloud-Based Service for Artificial Organic Networks: Artificial Intelligence Based on Carbon Networks (Studies in Computational Intelligence) Rule Mining Daniele Apiletti, Elena Baralis, Tania Cerquitelli, Silvia Chiusano, Luigi Grimaudo 2013 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications,2013 –TRUSTCOM Large volumes of data are being produced by various modern applications at an ever increasing rateProgram committee memberships of: