Personal analytics and privacy : an individual and collective perspective : first international workshop, PAP 2017, held in conjunction with ECML PKDD 2017, Skopje, Macedonia, September 18, 2017 : revised selected papers

This book constitutes the thoroughly refereed post-conference proceedings of the First International Workshop on Personal Analytics and Privacy, PAP 2017, held in Skopje, Macedonia, in September 2017. The 14 papers presented together with 2 invited talks in this volume were carefully reviewed and selected for inclusion in this book and handle topics such as personal analytics, personal data mining and privacy in the context where real individual data are used for developing a data-driven service, for realizing a social study aimed at understanding nowadays society, and for publication purposes. Front Matter ....Pages I-XXIV Front Matter ....Pages 1-1 Your Privacy, My Privacy? On Leakage Risk Assessment in Online Social Networks (Ruggero Gaetano Pensa, Livio Bioglio)....Pages 3-9 From Self-data to Self-preferences: Towards Preference Elicitation in Personal Information Management Systems (Tristan Allard, Tassadit Bouadi, Joris Duguépéroux, Virginie Sans)....Pages 10-16 Assessing Privacy Risk in Retail Data (Roberto Pellungrini, Francesca Pratesi, Luca Pappalardo)....Pages 17-22 Differential Privacy and Neural Networks: A Preliminary Analysis (Giuseppe Manco, Giuseppe Pirrò)....Pages 23-35 Co-clustering for Differentially Private Synthetic Data Generation (Tarek Benkhelif, Françoise Fessant, Fabrice Clérot, Guillaume Raschia)....Pages 36-47 Front Matter ....Pages 49-49 Evaluating the Impact of Friends in Predicting User’s Availability in Online Social Networks (Andrea De Salve, Paolo Mori, Laura Ricci)....Pages 51-63 Movement Behaviour Recognition for Water Activities (Mirco Nanni, Roberto Trasarti, Fosca Giannotti)....Pages 64-75 Automatic Recognition of Public Transport Trips from Mobile Device Sensor Data and Transport Infrastructure Information (Mikko Rinne, Mehrdad Bagheri, Tuukka Tolvanen, Jaakko Hollmén)....Pages 76-97 Guess the Movie - Linking Facebook Pages to IMDb Movies (Paolo Fornacciari, Barbara Guidi, Monica Mordonini, Jacopo Orlandini, Laura Sani, Michele Tomaiuolo)....Pages 98-109 Research on Online Digital Cultures - Community Extraction and Analysis by Markov and k-Means Clustering (Giles Greenway, Tobias Blanke, Mark Cote, Jennifer Pybus)....Pages 110-121 Churn Prediction Using Dynamic RFM-Augmented Node2vec (Sandra Mitrović, Bart Baesens, Wilfried Lemahieu, Jochen De Weerdt)....Pages 122-138 Multi-scale Community Detection in Temporal Networks Using Spectral Graph Wavelets (Zhana Kuncheva, Giovanni Montana)....Pages 139-154 Influence Maximization-Based Event Organization on Social Networks (Cheng-Te Li)....Pages 155-158 Back Matter ....Pages 159-159