AAAI-MAKE 2021
Combining Machine Learning and Knowledge Engineering

Table of Contents

• AAAI-MAKE 2021: Combining Machine Learning and Knowledge Engineering
  Andreas Martin , Knut Hinkelmann

Regular Papers

• Supporting Case-Based Reasoning with Neural Networks: An Illustration for Case Adaptation
  David Leake , Xiaomeng Ye , David Crandall
• Anomaly Detection in Railway Infrastructure
  David Morandi , Stephan Jüngling
• ZERO – Detect objects without training examples by knowing their parts
  Gertjan J. Burghouts , Fieke Hillerström
• Knowledge Infused Policy Gradients for Adaptive Pandemic Control
  Kaushik Roy , Qi Zhang , Manas Gaur , Amit Sheth
• Neural-Symbolic Integration for Fairness in AI
  Benedikt Wagner , Artur d’Avila Garcez
• Ontology-based Transfer Learning in the Airport and Warehouse Logistics Domains
  Miriam Herold , Mirjam Minor
• Fit to Measure: Reasoning About Sizes for Robust Object Recognition
  Agnese Chiatti , Enrico Motta , Enrico Daga , Gianluca Bardaro
• Neuro-Symbolic Deductive Reasoning for Cross-Knowledge Graph Entailment
  Monireh Ebrahimi , Md Kamruzzaman Sarker , Federico Bianchi , Ning Xie , Aaron Eberhart , Derek Doran , HyeongSik Kim , Pascal Hitzler
• "Is depression related to cannabis?": A knowledge-infused model for Entity and Relation Extraction with Limited Supervision
  Kaushik Roy , Usha Lokala , Vedant Khandelwal , Amit Sheth
• Deep Learning Approaches for Forecasting Strawberry Yields and Prices Using Satellite Images and Station-Based Soil Parameters
  Mohita Chaudhary , Mohamed Sadok Gastli , Lobna Nassar , Fakhri Karray
• Improving Machine Learning Performance Using Conceptual Modeling
  Arturo Castellanos , Alfred Castillo , Monica Chiarini Tremblay , Roman Lukyanenko , Jeffrey Parsons , Veda C. Storey
• Decision Support combining Machine Learning, Knowledge Representation and Case-Based Reasoning
  Carlo Mehli , Knut Hinkelmann , Stephan Jüngling
• Hybrid AI using Graph Neural Networks in Scene Classification
  Maaike H.T. de Boer , Fieke Hillerströmb
• Batch-like Online Learning for More Robust Hybrid Artificial Intelligence: Deconstruction as a Machine Learning Process
  Thomas Schmid
• Team Design Patterns for Moral Decisions in Hybrid Intelligent Systems: A Case Study of Bias Mitigation
  Jip J. van Stijn , Mark A. Neerincx , Annette ten Teije , Steven Vethman
• Enhancement of Record Linkage by Using Attributes containing Natural Language Text
  Philipp Behnen , Felix Kruse , Jorge Marx Gómez
• Evaluating Artificial Short Message Service Campaigns Through Rule Based Multi-instance Multi-label Classification
  Johannes Sahlin , Håkan Sundell , Håkan Alm , Jesper Holgersson
• Capturing Knowledge of Emerging Entities from Extended Search Snippets
  Sunday C. Ngwobia , Saeedeh Shekarpour , Faisal Alshargi
• EmEL++: Embeddings for EL++ Description Logic
  Sutapa Mondal , Sumit Bhatia , Raghava Mutharaju
• Guiding Parameter Estimation of Agent-Based Modeling Through Knowledge-Based Function Approximation
  William Broniec , Sungeun An , Spencer Rugaber , Ashok K. Goel
• Towards Unsupervised Knowledge Extraction
  Dorothea Tsatsou , Konstantinos Karageorgos , Anastasios Dimou , Javier Carbo , Jose M. Molina , Petros Daras
• Exploring the Hyperparameters of XGBoost Through 3D Visualizations
  Ole-Edvard Ørebæk , Marius Geitle
• Hybrid Conversational AI for Intelligent Tutoring Systems
  Charuta Pande , Hans Friedrich Witschel , Andreas Martin , Devid Montecchiari
• Semantic Enrichment of Pretrained Embedding Output for Unsupervised IR
  Edmund Dervakos , Giorgos Filandrianos , Konstantinos Thomas , Alexios Mandalios , Chrysoula Zerva , Giorgos Stamou
• Evaluation of Machine Learning Algorithms in a Human-Computer Hybrid Record Linkage System
  Mahin Ramezani , Guru Ilangovan , Hye-Chung Kum
• XAI for Operations in the Process Industry – Applications, Theses, and Research Directions
  Arzam Kotriwala , Benjamin Kloepper , Marcel Dix , Gayathri Gopalakrishnan , Dawid Ziobro , Andreas Potschka
• SAMS: Human-in-the-loop Approach to Combat the Sharing of Digital Misinformation
  Shaban Shabani , Zarina Charlesworth , Maria Sokhn , Heiko Schuldt
• Towards Automatic Ontology Alignment using BERT
  Sophie Neutel , Maaike H.T. de Boer
• Towards Kinematically Constrained Real Time Human Pose Estimation using Sparse IMUs
  Deepak Nagaraj , Rhett Dobinson , Dirk Werth
• A Recap of Early Work on Theory and Knowledge Refinement
  Raymond J. Mooney , Jude W. Shavlik
• Using a General Prior Knowledge Graph to Improve Data-Driven Causal Network Learning
  Meghamala Sinha , Stephen A. Ramsey
• Implications of Combining Domain Knowledge in Explainable Artificial Intelligence
  Sheikh Rabiul Islam , William Eberle
• The Significance of Computational Performance for Enterprise AI in Question-Answering
  Jan Meiswinkel , Patrick Levi , Rainer Hoch
• Learning Profile-Based Recommendations for Medical Search Auto-Complete
  Guusje Boomgaard , Selene Báez Santamaría , Ilaria Tiddi , Robert Jan Sips , Zoltán Szlávik
• The FATE System: FAir, Transparent and Explainable Decision Making
  Joachim de Greeff , Maaike H.T. de Boer , Fieke H. J. Hillerström , Freek Bomhof , Wiard Jorritsma , Mark Neerincx
• A Neural-Symbolic Approach for User Mental Modeling: A Step Towards Building Exchangeable Identities
  Hossein Rahnama , Marjan Alirezaie , Alex Pentland
• Automated Construction of Knowledge-Bases for Safety Critical Applications: Challenges and Opportunities
  Amit Bhatia , Alessandro Pinto
• Using Camera-Drones and Artificial Intelligence to Automate Warehouse Inventory
  René Kessler , Christian Melching , Ralph Goehrs , Jorge Marx Gómez
• Towards More Robust Fashion Recognition by Combining Deep-Learning-Based Detection with Semantic Reasoning
  Achim Reiz , Mohamad Albadawi , Kurt Sandkuhl , Matthias Vahl , Dennis Sidin

Demonstration Abstracts

• Knowledge Engineering with Image Data in Real-World Settings
  Margaret Warren , David A. Shamma , Patrick Hayes