Solving large scale learning tasks : challenges and algorithms : essays dedicated to Katharina Morik on the occasion of her 60th birthday /: challenges and algorithms : essays dedicated to Katharina Morik on the occasion of her 60th birthday. (2016)

• Record Type: Book
• Further Information: Note: Stefan Michaelis, Nico Piatkowski, Marco Stolpe (eds.).
• Editors: Michaelis, Stefan; Piatkowski, Nico; Stolpe, Marco
• Other Names: Morik, Katharina honouree.
• Contents: 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 line learning 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.
• Publisher Details: Switzerland : Springer
• Publication Date: 2016
• Extent: 1 online resource (xiv, 387 pages), illustrations
• Subjects: 005.7; Computer science; Big data; Online social networks; Artificial intelligence; Computer Communication Networks; Computer software; Data mining; Database management; Big data; Online social networks; Computers -- Information Technology; Computers -- Hardware -- Network Hardware; Computers -- Programming -- Algorithms; Computers -- Database Management -- Data Mining; Computers -- Database Management -- General; Information retrieval; Network hardware; Algorithms & data structures; Data mining; Databases; Computers -- Intelligence (AI) & Semantics; Artificial intelligence; Electronic books
• Languages: English
• ISBNs: 9783319417066; 3319417061; 3319417053; 9783319417059
• Related ISBNs: 9783319417059
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed July 11, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.