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ORCIDDiscrimination and Privacy in the Information Society 2013
- Bart Custers
, Toon Calders, Bart W. Schermer, Tal Z. Zarsky:
Discrimination and Privacy in the Information Society - Data Mining and Profiling in Large Databases. Studies in Applied Philosophy, Epistemology and Rational Ethics 3, Springer 2013, ISBN 978-3-642-30486-6
Opportunities of Data Mining and Profiling
- Bart Custers:
Data Dilemmas in the Information Society: Introduction and Overview. 3-26 - Toon Calders, Bart Custers:
What Is Data Mining and How Does It Work? 27-42 - Toon Calders, Indre Zliobaite:
Why Unbiased Computational Processes Can Lead to Discriminative Decision Procedures. 43-57
Possible Discrimination and Privacy Issues
- Raphaël Gellert, Katja De Vries, Paul de Hert, Serge Gutwirth:
A Comparative Analysis of Anti-Discrimination and Data Protection Legislations. 61-89 - Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
The Discovery of Discrimination. 91-108 - Andrea Romei, Salvatore Ruggieri:
Discrimination Data Analysis: A Multi-disciplinary Bibliography. 109-135 - Bart W. Schermer:
Risks of Profiling and the Limits of Data Protection Law. 137-152
Practical Applications
- Faisal Kamiran, Indre Zliobaite:
Explainable and Non-explainable Discrimination in Classification. 155-170 - Jan-Kees Schakel, Rutger Rienks, Reinier Ruissen:
Knowledge-Based Policing: Augmenting Reality with Respect for Privacy. 171-189 - Susan W. van den Braak, Sunil Choenni, Sicco Verwer:
Combining and Analyzing Judicial Databases. 191-206
Solutions in Code
- Stan Matwin:
Privacy-Preserving Data Mining Techniques: Survey and Challenges. 209-221 - Faisal Kamiran, Toon Calders, Mykola Pechenizkiy:
Techniques for Discrimination-Free Predictive Models. 223-239 - Sara Hajian, Josep Domingo-Ferrer:
Direct and Indirect Discrimination Prevention Methods. 241-254 - Sicco Verwer, Toon Calders:
Introducing Positive Discrimination in Predictive Models. 255-270
Solutions in Law, Norms and the Market
- Bart van der Sloot:
From Data Minimization to Data Minimummization. 273-287 - Giusella Finocchiaro, Annarita Ricci:
Quality of Information, the Right to Oblivion and Digital Reputation. 289-299 - Tal Z. Zarsky:
Transparency in Data Mining: From Theory to Practice. 301-324 - Tal Z. Zarsky:
Data Mining as Search: Theoretical Insights and Policy Responses. 325-338
Concise Conclusions
- Bart Custers, Toon Calders, Tal Z. Zarsky, Bart W. Schermer:
The Way Forward. 341-357
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