Solving Large Scale Learning Tasks. Challenges and Algorithms: Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday

Front Matter....Pages I-XIV
Online Social Networks Event Detection: A Survey....Pages 1-41
Detecting Events in Online Social Networks: Definitions, Trends and Challenges....Pages 42-84
Why Do We Need Data Privacy?....Pages 85-95
Sharing Data with Guaranteed Privacy....Pages 96-108
Distributed Support Vector Machines: An Overview....Pages 109-138
Big Data Classification – Aspects on Many Features....Pages 139-147
Knowledge Discovery from Complex High Dimensional Data....Pages 148-167
Local Pattern Detection in Attributed Graphs....Pages 168-183
Advances in Exploratory Pattern Analytics on Ubiquitous Data and Social Media....Pages 184-207
Understanding Human Mobility with Big Data....Pages 208-220
On Event Detection from Spatial Time Series for Urban Traffic Applications....Pages 221-233
Compressible Reparametrization of Time-Variant Linear Dynamical Systems....Pages 234-250
Detection of Local Intensity Changes in Grayscale Images with Robust Methods for Time-Series Analysis....Pages 251-271
SCHEP — A Geometric Quality Measure for Regression Rule Sets, Gauging Ranking Consistency Throughout the Real-Valued Target Space....Pages 272-285
Bayesian Ordinal Aggregation of Peer Assessments: A Case Study on KDD 2015....Pages 286-299
Collaborative Online Learning of an Action Model....Pages 300-319
Ontology-Based Classification – Application of Machine Learning Concepts Without Learning....Pages 320-330
Deep Distant Supervision: Learning Statistical Relational Models for Weak Supervision in Natural Language Extraction....Pages 331-345
Supervised Extraction of Usage Patterns in Different Document Representations....Pages 346-361
Data-Driven Analyses of Electronic Text Books....Pages 362-376
k-Morik: Mining Patterns to Classify Cartified Images of Katharina....Pages 377-385
Back Matter....Pages 387-387