LWDA 2021
Lernen, Wissen, Daten, Analysen 2021

Table of Contents

Front Matter

• Preface
  Summary: There were 27 papers accepted for this volume.

Session 1: FGWM Workshop

• Leveraging Context-Aware Recommender Systems for Improving Personal Knowledge Assistants by Introducing Contextual States 1-12
  Mahta Bakhshizadeh, Christian Jilek, Heiko Maus, Andreas Dengel
• A Hybrid Information Extraction Approach using Transfer Learning on Richly-Structured Documents 13-25
  Arnab Ghosh Chowdhury, Nils Schut, Martin Atzmueller
• Rule-based Semantic Relation Extraction in Regulatory Documents 26-37
  Andreas Korger, Joachim Baumeister
• How Smart Services Affect Relevant Job Characteristics in Production Environments 38-42
  Hannes Reil, Michael Leyer
• Using Gaming Environments to Teach the Idea and Application of CBR 43-53
  Pascal Reuss, Klaus-Dieter Althoff
• Towards a Domain-Specific Language for Knowledge Maintenance of CBR Systems54-65
  Pascal Reuss, Wasgen Muradian, Klaus-Dieter Althoff
• Detecting SQL-Injection and Cross-Site Scripting Attacks Using Case-Based Reasoning and SEASALT 66-77
  Jakob Michael Schoenborn, Klaus-Dieter Althoff
  

Session 2: FGKD Workshop

• Improvement on Incremental Spectral Clustering78-85
  Nil Ayday, Debarghya Ghoshdastidar
  
• Deriving Temporal Prototypes from Saliency Map Clusters for the Analysis of Deep-Learning-based Facial Action Unit Classification 86-97
  Bettina Finzel, René Kollmann, Ines Rieger, Jaspar Pahl, Ute Schmid
• Structure Search for Normalizing Flows 98-105
  Felix Gonsior, Sascha Mücke, Katharina Morik
• Constraint-Based Causal Structure Learning in Multi-GPU Environments 106-118
  Christopher Hagedorn, Johannes Huegle
• News Article Extraction Using Graph Embeddings 119-132
  Philip Hausner, Michael Gertz
• Identifying Top-k Players in Cooperative Games via Shapley Bandits 133-144
  Patrick Kolpaczki, Viktor Bengs, Eyke Hüllermeier
• AnyCORE - An Anytime Algorithm for Cluster Outlier REmoval 145-156
  Andreas Lohrer, Anna Beer, Maximilian Archimedes Xaver Hünemörder, Jenny Lauterbach, Thomas Seidl, Peer Kröger
• Utilizing Representation Learning for Robust Text Classification Under Datasetshift157-162
  Max Luebbering, Michael Gebauer, Rajkumar Ramamurthy, Maren Pielka, Christian Bauckhage, Rafet Sifa
• Visualization Methods for Periodic Time Series Data163-172
  Deniz Neufeld
• Foosball Table Goalkeeper Automation Using Reinforcement Learning173-182
  Tobias Rohrer, Ludwig Samuel, Adriatik Gashi, Gunter Grieser, Elke Hergenröther
• Life Is Not Black and White - Combining Semi-supervised Learning With Fuzzy Labels 183-190
  Lars Schmarje, Reinhard Koch
  
• HACAM: Hierarchical Agglomerative Clustering Around Medoids - and its Limitations191-204
  Erich Schubert
  
• Abstracting Local Transformer Attention for Enhancing Interpretability on Time Series Data 205-218
  Leonid Schwenke, Martin Atzmueller
  
• CANDLE: Classification And Noise Detection With Local Embedding Approximations219-231
  Erik Thordsen, Erich Schubert
  

Session 3: FGBI Workshop

• Konzeption einer Anwendung zur Ad-hoc-Sternschema-Generierung 232-241
  Malte Constantinescu, Michael Schulz, Kerstin Schneider
• Establishing Governance Structures for Analytics-Driven Interorganizational Data Sharing Networks – Designing a Framework Based on a Qualitative Study 242-257
  Thomas Rupek
  
• Real Time Quality Assurance and Defect Detection in Industry 4.0 258-267
  Sebastian Trinks
• Gestaltung eines methodischen Vorgehens bei der Auswahl eines konzeptionellen Ansatzes zur Befähigung kooperativer Wertschöpfung 268-278
  Maximilian Werling

Session 4: FGIR Workshop

• Emojis in Lexicon-Based Sentiment Analysis: Creating Emoji Sentiment Lexicons from Unlabeled Corpora 279-286
  Fabian Haak
• Exploiting Sentence-Level Representations for Passage Ranking 287-302
  Jurek Leonhardt, Fabian Beringer, Avishek Anand