Solving Large Scale Learning Tasks. Challenges and Algorithms

Online Social Networks Event Detection.- Detecting Events in Online Social Networks: Definitions, Trends and Challenges.- Why do we need data privacy.- Sharing Data with Guaranteed Privacy.- Distributed Support Vector Machines.- Big Data Classification - Aspects on Many Features.- Knowledge Discovery from Complex High Dimensional Data.- Local Pattern Detection in Attributed Graphs.- Advances in Exploratory Pattern Analytics on Ubiquitous Data and Social Media.- Understanding Human Mobility with Big Data.- On Event Detection from Spatial Time series for Urban Traffic Applications.- Compressible Reparametrization of Time-Variant Linear Dynamical Systems.- Detection of Local Intensity Changes in Grayscale Images with Robust Methods for Time-Series Analysis.- SCHEP - A Geometric Quality Measure for Regression Rule Sets, Gauging Ranking Consistency Throughout the Real-Valued Target Space.- Bayesian Ordinal Aggregation of Peer Assessments: A Case Study on KDD 2015.- Collaborative on linelearning of an action model.- Ontology-based Classification - Application of Machine Learning Concepts without Learning.- Deep Distant Supervision: Learning Statistical Relational Models for Weak Supervision in Natural Language Extraction.- Supervised Extraction of Usage Patterns in Different Document Representations.- Data-Driven Analyses of Electronic Text Books.- k-Morik: Mining Patterns to Classify Cartified Images of Katharina.