| Vol-1670 urn:nbn:de:0074-1670-3 Copyright © 2016 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# LWDA 2016
Lernen, Wissen, Daten, Analysen 2016

### Proceedings of the Conference "Lernen, Wissen, Daten, Analysen"

### Potsdam, Germany, September 12-14, 2016.

Edited by

### Ralf Krestel *
Davide Mottin *
Emmanuel Müller *

* Hasso Plattner Institute

## Table of Contents

### Keynotes abstracts

- Argument Mining: Manual and automatic annotation of short user-generated texts 1
  Manfred Stede
- Amazon: A Playground for Machine Learning 2
  Cédric Archambeau
- Algorithm Engineering for Graph Clustering 3
  Dorothea Wagner
- Intelligent Enterprise 4
  Sebastian Wieczorek
- Web-Scale Domain-Specific Information Extraction 5
  Ulf Leser

### Invited papers

- Visualization-Driven Data Aggregation 6
  Uwe Jugel, Zbigniew Jerzak
- Exploring the Application Potential of Relational Web Tables 7-8
  Christian Bizer
- Massively distributed BIG DATA management for Enterprises 9
  Franz Faerber, Jonathan Dees, Westenberger Eric, Marc Hartz
- Data Sciences - Ein neuer Studiengang oder nur eine (Informatik-)Vorlesung? (Panel) 10
  Kai-Uwe Sattler
- The Evolution of HyPer 11
  Thomas Neumann
- The digital transformation is just the beginning ... 12
  Dirk Helbing

### Research papers

- Probabilistic Inference with Stochastic Discrete Clenshaw-Curtis Quadrature 13
  Nico Piatkowski
- Sampling Methods for Random Subspace Domain Adaptation 14-25
  Christian Pölitz
- Challenges with Continuous Deployment of NoSQL-backed Database Applications 26
  Meike Klettke, Uta Störl, Steffi Scherzinger, Stephanie Sombach, Katharina Wiech
- Case Completion of Workflows for Process-Oriented Case-Based Reasoning 27
  Gilbert Müller, Ralph Bergmann
- Human Categorization Learning as Inspiration for Machine Learning Algorithms 28
  Christina Zeller, Ute Schmid
- Understanding online financial communities: What constitutes a valuable information exchange for users? 29
  Ann-Kathrin Hirzel, Michael Leyer, Nick Russell, Alistair Barros, Jürgen Moormann
- Model-Driven Integration of Compression Algorithms in Column-Store Database Systems 30-41
  Juliana Hildebrandt, Dirk Habich, Wolfgang Lehner
- Min-Hashing for Probabilistic Frequent Subtree Feature Spaces 42
  Pascal Welke, Tamas Horvath, Stefan Wrobel
- SEMAFLEX - Semantic Integration of Flexible Workflow and Document Management 43-50
  Lisa Grumbach, Eric Rietzke, Markus Schwinn, Ralph Bergmann, Norbert Kuhn
- Network Analysis with NetworKit - Interactive and Fast 51
  Henning Meyerhenke, Elisabetta Bergamini, von Moritz Looz, Christian Staudt
- Applying Topic Model in Context-Aware TV Programs Recommendation 52
  Jing Yuan, Andreas Lommatzsch, Mu Mu
- Correlated Variable Selection in High-dimensional Linear Models using Dual Polytope Projection 53
  Niharika Gauraha, Swapan Parui
- Ähnlichkeitsbasiertes Retrieval von BPMN-2.0-Modellen 54-61
  Maximilian Pfister, Florian Fuchs, Ralph Bergmann
- Assessing the Quality of Unstructured Data: An Initial Overview 62-73
  Cornelia Kiefer
- An Interactive e-Government Question Answering System 74-82
  Malte Schwarzer, Jonas Düver, Danuta Ploch, Andreas Lommatzsch
- From Cloud to Fog and Sunny Sensors 83-88
  Hannes Grunert, Martin Kasparick, Björn Butzin, Andreas Heuer, Dirk Timmermann
- Matrix Factorization for Near Real-time Geolocation Prediction in Twitter Stream 89-100
  Nghia Duong-Trung , Nicolas Schilling, Lucas Drumond, Lars Schmidt-Thieme
- Scalable Inference in Dynamic Admixture Models 101-102
  Patrick Jähnichen, Florian Wenzel, Marius Kloft
- Knowledge Analytics For Workplace Learning 103-110
  Maria Anna Schett, Stefan Thalmann, Ronald K Maier
- A Reference Model for Anti-Money Laundering in the Financial Sector 111-120
  Felix Timm, Andrea Zasada, Felix Thiede
- Is Web Content a Good Proxy for Real-Life Interaction? A Case Study Considering Online and Offline Interactions of Computer Scientists 121
  Mark Kibanov, Martin Atzmueller, Jens Illig, Christoph Scholz, Alain Barrat, Ciro Cattuto, Gerd Stumme
- Predicting video game properties with deep convolutional neural networks using screenshots 122
  Przemysław Buczkowski, Antoni Sobkowicz
- Towards a case-based reasoning approach for cloud provisioning 123
  Eric Kübler, Mirjam Minor
- Modern Tools for Old Content - in Search of Named Entities in a Finnish OCRed Historical Newspaper Collection 1771-1910 124-135
  Kimmo Kettunen, Eetu Mäkelä, Juha Kuokkala, Teemu Ruokolainen, Jyrki Niemi
- Experience - the neglected success factor in enterprises? 136-144
  Edith Maier, Werner Bruns, Sebastian Eschenbach, Ulrich Reimer
- Linked Data City - Visualization of Linked Enterprise Data 145-152
  Joachim Baumeister, Sebastian Furth, Lea Roth, Volker Belli
- Case Representation and Similarity Assessment in the selfBACK Decision Support System 153-154
  Kerstin Bach, Tomasz Szczepanski, Agnar Aamodt, Odd Erik Gundersen, Paul Jarle Mork
- Understanding Mathematical Expressions: An Eye-Tracking Study (Resubmission) 155
  Andrea Kohlhase, Michael Fürsich
- Synthesizing Invariants via Iterative Learning of Decision Trees 156
  Pranav Garg, Daniel Neider, P. Madhusudan , Dan Roth
- BISHOP - Big Data Driven Self-Learning Support for High-performance Ontology Population 157-164
  Daniel Knöll, Martin Atzmueller, Constantin Rieder, Klaus-Peter Scherer
- The Revieval of Subject Analysis: A Knowledge-based Approach facilitating Semantic Search 165-174
  Sebastian Furth, Volker Belli, Joachim Baumeister
- Using key phrases as new queries in building relevance judgments automatically 175-176
  Mireille Makary, Michael Oakes, Fadi Yamout
- CAPLAN: An Accessible, Flexible and Scalable Semantification Architecture 177-185
  Sebastian Furth, Volker Belli, Alexander Legler, Albrecht Striffler, Joachim Baumeister
- Topical Video-On-Demand Recommendations based on Event Detection 186-193
  Tobias Dörsch, Andreas Lommatzsch
- MapReduce Frameworks: Comparing Hadoop and HPCC 194-199
  Fabian Fier, Eva Höfer, Johann-Christoph Freytag
- A Clustering Approach for Holistic Link Discovery (Project overview) 200-205
  Markus Nentwig, Anika Groß, Erhard Rahm
- Query-driven Data Integration (Short Paper) 206-211
  Peter Schwab, Andreas Wahl, Richard Lenz, Klaus Meyer-Wegener
- SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 212
  Alexandros Koliousis, Matthias Weidlich, Raul Castro Fernandez, Alexander Wolf, Paolo Costa, Peter Pietzuch
- Graph n-grams for Scientific Workflow Similarity Search 213-224
  David Luis Wiegandt, Johannes Starlinger, Ulf Leser
- Discovering Data Transformations in Web Resources (Abstract) 225
  Ziawasch Abedjan, John Morcos, Ihab F. Ilyas, Mourad Ouzzani, Paolo Papotti, Michael Stonebraker
- Scalable Detection of Emerging Topics and Geo-spatial Events in Large Textual Streams 226
  Erich Schubert, Michael Weiler, Hans-Peter Kriegel
- Approaches for Annotating Medical Documents 227-232
  Victor Christen, Anika Groß, Erhard Rahm
- Robust Query Processing in Co-Processor-accelerated Databases 233
  Sebastian Breß, Henning Funke, Jens Teubner, Volker Markl
- On the Evaluation of Outlier Detection: Measures, Datasets, and an Empirical Study Continued 234
  Guilherme Campos, Arthur Zimek, Jörg Sander, Ricardo Campello, Barbora Micenková, Erich Schubert, Ira Assent, Michael E. Houle
- Finding Trees in Mountains -- Outlier Detection on Polygonal Chains 235-246
  Michael Singhof, Daniel Braun, Stefan Conrad
- SemRes: A System for Creating and Searching Semantic Documentation for Conservators. 247-248
  Ernesto William De Luca
- Case-Based Decision Support on Diagnosis and Maintenance in the Aircraft Domain 249-256
  Pascal Reuss, Klaus-Dieter Althoff, Wolfram Henkel
- Building an integrated CBR-Big Data Architecture based on SEASALT 257-264
  Kareem Amin
- Towards rapidly developing database-supported machine learning applications 265-270
  Frank Rosner, Alexander Hinneburg
- Vereinheitlichung internationaler Bibliothekskataloge 271-282
  Christian Scheel, Claudia Schmitz, Ernesto William De Luca
- Sequential Modeling and Structural Anomaly Analytics in Industrial Production Environments 283-290
  Martin Atzmueller, Andreas Schmidt, David Arnu
- Ontology-based Communication Architecture Within a Distributed Case-Based Retrieval System for Architectural Designs 291-298
  Viktor Ayzenshtadt, Klaus-Dieter Althoff , Syed Saqib Bukhari, Andreas Dengel, Ada Mikyas
- Classification of German Newspaper Comments 299-310
  Christian Godde, Konstantina Lazaridou, Ralf Krestel
- k-Means Clustering via the Frank-Wolfe Algorithm 311-322
  Christian Bauckhage
- Plackett-Luce Networks for Dyad Ranking 323-334
  Dirk Schäfer, Eyke Huellermeier
- The Partial Weighted Set Cover Problem with Applications to Outlier Detection and Clustering 335-346
  Sebastian Bothe, Tamas Horvath
- Variable Attention and Variable Noise: Forecasting User Activity 347-358
  Cesar Ojeda, Kostadin Cvejoski, Rafet Sifa, Christian Bauckhage
- Mining Subgroups with Exceptional Transition Behavior 359
  Florian Lemmerich, Martin Becker, Philipp Singer, Denis Helic, Andreas Hotho, Markus Strohmaier
- Harmony Assumptions: Extending Probability Theory for Information Retrieval 360
  Thomas Roelleke
- Comparing contextual and non-contextual features in ANNs for movie rating prediction 361-372
  Ghulam Mustafa, Ingo Frommholz

We offer a BibTeX file for citing papers of this workshop from LaTeX.

We also offer the Complete proceedings in one PDF file (link)

2016-08-29: submitted by Davide Mottin, metadata incl. bibliographic data published under Creative Commons CC0
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