Ubiquitous Knowledge Discovery : Challenges, Techniques, Applications

Table of Contents I A Blueprint for Ubiquitous Knowledge Discovery Introduction: The Challenge of Ubiquitous Knowledge Discovery . . . . . . . 3 Michael May and Lorenza Saitta Ubiquitous Technologies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19 Assaf Schuster and Ran Wolff Resource Aware Distributed Knowledge Discovery. . . . . . . . . . . . . . . . . . . . 40 Jo˜ao Gama and Antoine Cornu´ejols Ubiquitous Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 61 Andreas Hotho, Rasmus Ulslev Pedersen, and Michael Wurst Privacy and Security in Ubiquitous Knowledge Discovery . . . . . . . . . . . . . 75 Fosca Giannotti and Y¨ucel Saygin A Human-Centric Perspective on Ubiquitous Knowledge Discovery . . . . . 90 Bettina Berendt and Ernestina Menasalvas Application Challenges for Ubiquitous Knowledge Discovery . . . . . . . . . . . 108 Koen Vanhoof and Ina Lauth II Case Studies On-Line Learning: Where Are We So Far? . . . . . . . . . . . . . . . . . . . . . . . . . . 129 Antoine Cornu´ejols Change Detection with Kalman Filter and CUSUM . . . . . . . . . . . . . . . . . . 148 Milton Severo and Jo˜ao Gama A Geometric Approach to Monitoring Threshold Functions over Distributed Data Streams . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 163 Izchak Sharfman, Assaf Schuster, and Daniel Keren Privacy Preserving Spatio-temporal Clustering on Horizontally Partitioned Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 187 Ali Inan and Y¨ucel Saygin Nemoz — A Distributed Framework for Collaborative Media Organization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 199 Katharina Morik X Table of Contents Micro Information Systems and Ubiquitous Knowledge Discovery . . . . . . 216 Rasmus Ulslev Pedersen MineFleetR  : The Vehicle Data Stream Mining System for Ubiquitous Environments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 235 Hillol Kargupta, Michael Gilligan, Vasundhara Puttagunta, Kakali Sarkar, Martin Klein, Nick Lenzi, and Derek Johnson Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 255