Transparent Data Mining for Big and Small Data

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Cerquitelli, Tania (Επιμελητής έκδοσης), Quercia, Daniele (Επιμελητής έκδοσης), Pasquale, Frank (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Σειρά: Studies in Big Data, 32
• Θέματα: Computer science.; Big data.; Algorithms.; Data mining.; Computer simulation.; International law.; Intellectual property > Law and legislation.; Complexity, Computational.; Computer Science.; Data Mining and Knowledge Discovery.; International IT and Media Law, Intellectual Property Law.; Algorithm Analysis and Problem Complexity.; Complexity.; Simulation and Modeling.; Big Data/Analytics.

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 soluti...

Πίνακας περιεχομένων:

• Part I: Transparent Mining
• Chapter 1: The Tyranny of Data? The Bright and Dark Sides of Data-Driven Decision-Making for Social Good
• Chapter 2: Enabling Accountability of Algorithmic Media: Transparency as a Constructive and Critical Lens
• Chapter 3: The Princeton Web Transparency and Accountability Project
• Part II: Algorithmic solutions
• Chapter 4: Algorithmic Transparency via Quantitative Input Influence
• Chapter 5
• Learning Interpretable Classification Rules with Boolean Compressed Sensing
• Chapter 6: Visualizations of Deep Neural Networks in Computer Vision: A Survey
• Part III: Regulatory solutions
• Chapter 7: Beyond the EULA: Improving Consent for Data Mining
• Chapter 8: Regulating Algorithms Regulation? First Ethico-legal Principles, Problems and Opportunities of Algorithms
• Chapter 9: Algorithm Watch: What Role Can a Watchdog Organization Play in Ensuring Algorithmic Accountability?