2025
USeR: A Web-based User Story eReviewer for Assisted Quality Optimizations.
CoRR, March, 2025
Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysis.
J. Ind. Inf. Integr., 2025
2024
Explainable and interpretable machine learning and data mining.
Data Min. Knowl. Discov., September, 2024
BAMFORESTS: Bamberg Benchmark Forest Dataset of Individual Tree Crowns in Very-High-Resolution UAV Images.
Remote. Sens., June, 2024
FruitNeRF: A Unified Neural Radiance Field based Fruit Counting Framework.
Dataset, March, 2024
Aligning Generalisation Between Humans and Machines.
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CoRR, 2024
Interactive Explainable Anomaly Detection for Industrial Settings.
CoRR, 2024
CoLa-DCE - Concept-guided Latent Diffusion Counterfactual Explanations.
CoRR, 2024
When a Relation Tells More Than a Concept: Exploring and Evaluating Classifier Decisions with CoReX.
CoRR, 2024
Can humans teach machines to code?
CoRR, 2024
Locally Testing Model Detections for Semantic Global Concepts.
Proceedings of the Explainable Artificial Intelligence, 2024
Explainable AI for Mixed Data Clustering.
Proceedings of the Explainable Artificial Intelligence, 2024
Explanatory Interactive Machine Learning with Counterexamples from Constrained Large Language Models.
Proceedings of the KI 2024: Advances in Artificial Intelligence, 2024
FruitNeRF: A Unified Neural Radiance Field based Fruit Counting Framework.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2024
Hybrid Explanatory Interactive Machine Learning for Medical Diagnosis.
Proceedings of the Artificial Intelligence Applications and Innovations, 2024
SPECTRE: A Dataset for Spectral Reconstruction on Chip-Size Spectrometers with a Physics-Informed Augmentation Method.
Proceedings of the 2024 IEEE SENSORS, Kobe, Japan, October 20-23, 2024, 2024
Near Hit and Near Miss Example Explanations for Model Revision in Binary Image Classification.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2024, 2024
CherryGraph: Encoding digital twins of cherry trees into a knowledge graph based on topology.
Proceedings of the 44. GIL-Jahrestagung, Informatik in der Land-, Forst- und Ernährungswirtschaft, 2024
Natürliche und Künstliche Intelligenz.
Proceedings of the Künstliche Intelligenz für Lehrkräfte: Eine fachliche Einführung mit didaktischen Hinweisen, 2024
Proceedings of the Künstliche Intelligenz für Lehrkräfte: Eine fachliche Einführung mit didaktischen Hinweisen, 2024
Proceedings of the Künstliche Intelligenz für Lehrkräfte: Eine fachliche Einführung mit didaktischen Hinweisen, 2024
Proceedings of the Künstliche Intelligenz für Lehrkräfte: Eine fachliche Einführung mit didaktischen Hinweisen, 2024
Proceedings of the Künstliche Intelligenz für Lehrkräfte: Eine fachliche Einführung mit didaktischen Hinweisen, 2024
2023
Comprehensible Artificial Intelligence on Knowledge Graphs: A survey.
J. Web Semant., December, 2023
FairCaipi: A Combination of Explanatory Interactive and Fair Machine Learning for Human and Machine Bias Reduction.
Mach. Learn. Knowl. Extr., December, 2023
Explanatory machine learning for sequential human teaching.
Mach. Learn., October, 2023
ManuKnowVis: How to Support Different User Groups in Contextualizing and Leveraging Knowledge Repositories.
IEEE Trans. Vis. Comput. Graph., August, 2023
Toward human-level concept learning: Pattern benchmarking for AI algorithms.
Patterns, August, 2023
Approaches and Applications of Inductive Programming (Dagstuhl Seminar 23442).
Dagstuhl Reports, 2023
Perzeptrons programmieren und explorieren im Rahmen der Open Roberta Lernumgebung.
Proceedings of the Informatikunterricht zwischen Aktualität und Zeitlosigkeit: 20. GI-Fachtagung Informatik und Schule, 2023
Cluster Robust Inference for Embedding-Based Knowledge Graph Completion.
Proceedings of the Knowledge Science, Engineering and Management, 2023
Task Planning Support for Arborists and Foresters: Comparing Deep Learning Approaches for Tree Inventory and Tree Vitality Assessment Based on UAV-Data.
Proceedings of the Innovations for Community Services - 23rd International Conference, 2023
Inductive Logic Programming for Explainable Graph Clustering.
Proceedings of the IEEE International Conference on Knowledge Graph, 2023
Bayesian CAIPI: A Probabilistic Approach to Explanatory and Interactive Machine Learning.
Proceedings of the Artificial Intelligence. ECAI 2023 International Workshops - XAI³, TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Kraków, Poland, September 30, 2023
Domain-Specific Evaluation of Visual Explanations for Application-Grounded Facial Expression Recognition.
Proceedings of the Machine Learning and Knowledge Extraction, 2023
2022
Semantic Interactive Learning for Text Classification: A Constructive Approach for Contextual Interactions.
Mach. Learn. Knowl. Extr., December, 2022
IRVINE: A Design Study on Analyzing Correlation Patterns of Electrical Engines.
IEEE Trans. Vis. Comput. Graph., 2022
Generating contrastive explanations for inductive logic programming based on a near miss approach.
Mach. Learn., 2022
What is Missing in XAI So Far?
Künstliche Intell., 2022
Constructing Explainability - Interdisciplinary Framework to Actively Shape Explanations in XAI.
Künstliche Intell., 2022
Explanatory machine learning for justified trust in human-AI collaboration: Experiments on file deletion recommendations.
Frontiers Artif. Intell., 2022
Concept Embeddings for Fuzzy Logic Verification of Deep Neural Networks in Perception Tasks.
CoRR, 2022
Explaining Hate Speech Classification with Model-Agnostic Methods.
Proceedings of the Joint Proceedings of Workshops, 2022
Explaining with Attribute-Based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust.
Proceedings of the Inductive Logic Programming - 31st International Conference, 2022
CAIPI in Practice: Towards Explainable Interactive Medical Image Classification.
Proceedings of the Artificial Intelligence Applications and Innovations. AIAI 2022 IFIP WG 12.5 International Workshops, 2022
Explainable Online Lane Change Predictions on a Digital Twin with a Layer Normalized LSTM and Layer-wise Relevance Propagation.
Proceedings of the Advances and Trends in Artificial Intelligence. Theory and Practices in Artificial Intelligence, 2022
Explaining Image Classifications with Near Misses, Near Hits and Prototypes - Supporting Domain Experts in Understanding Decision Boundaries.
Proceedings of the Pattern Recognition and Artificial Intelligence, 2022
CorrLoss: Integrating Co-Occurrence Domain Knowledge for Affect Recognition.
Proceedings of the 26th International Conference on Pattern Recognition, 2022
Female, white, 27? Bias Evaluation on Data and Algorithms for Affect Recognition in Faces.
Proceedings of the FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul, Republic of Korea, June 21, 2022
HiMLEdge - Energy-Aware Optimization for Hierarchical Machine Learning.
Proceedings of the Advanced Research in Technologies, Information, Innovation and Sustainability, 2022
A Video-based Study on Perceived Intelligence, Subjective Performance and Trust under Variation of Prior Information given to Users in Autonomous Driving.
Proceedings of the International IEEE Conference on Advanced Robotics and Its Social Impactsm, 2022
An Interactive Explanatory AI System for Industrial Quality Control.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Interactive Learning with Mutual Explanations in Relational Domains.
Proceedings of the Human-Like Machine Intelligence., 2022
2021
Automatic Detection of Pain from Facial Expressions: A Survey.
IEEE Trans. Pattern Anal. Mach. Intell., 2021
Beneficial and harmful explanatory machine learning.
Mach. Learn., 2021
Approaches and Applications of Inductive Programming (Dagstuhl Seminar 21192).
Dagstuhl Reports, 2021
Extending Challenge Sets to Uncover Gender Bias in Machine Translation: Impact of Stereotypical Verbs and Adjectives.
Proceedings of the Sixth Conference on Machine Translation, 2021
Deriving Temporal Prototypes from Saliency Map Clusters for the Analysis of Deep-Learning-based Facial Action Unit Classification.
Proceedings of the LWDA 2021 Workshops: FGWM, 2021
Explanation as a Process: User-Centric Construction of Multi-level and Multi-modal Explanations.
Proceedings of the KI 2021: Advances in Artificial Intelligence - 44th German Conference on AI, Virtual Event, September 27, 2021
A Case-Based Reasoning Approach for a Decision Support System in Manufacturing.
Proceedings of the Advances and Trends in Artificial Intelligence. From Theory to Practice, 2021
Grundkonzepte des Maschinellen Lernens für die Grundschule - Algorithmen, Biases, Generalisierungsfehler.
Proceedings of the 51. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2021 - Computer Science & Sustainability, Berlin, Germany, 27. September, 2021
Anomaly Detection for Hydraulic Systems under Test.
Proceedings of the 26th IEEE International Conference on Emerging Technologies and Factory Automation, 2021
Explaining Machine Learned Relational Concepts in Visual Domains - Effects of Perceived Accuracy on Joint Performance and Trust.
Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021
Multimodal Explanations for User-centric Medical Decision Support Systems.
Proceedings of the AAAI 2021 Fall Symposium on Human Partnership with Medical AI: Design, 2021
2020
Mutual Explanations for Cooperative Decision Making in Medicine.
Künstliche Intell., 2020
The Next Generation of Medical Decision Support: A Roadmap Toward Transparent Expert Companions.
Frontiers Artif. Intell., 2020
A process framework for inducing and explaining Datalog theories.
Adv. Data Anal. Classif., 2020
AI goes to school: learning about and learning with artificial intelligence.
Proceedings of the WiPSCE '20: Workshop in Primary and Secondary Computing Education, 2020
Expressive Explanations of DNNs by Combining Concept Analysis with ILP.
Proceedings of the KI 2020: Advances in Artificial Intelligence, 2020
Künstliche Intelligenz - Die dritte Welle.
Proceedings of the 50. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2020 - Back to the Future, Karlsruhe, Germany, 28. September, 2020
Verifying Deep Learning-based Decisions for Facial Expression Recognition.
Proceedings of the 28th European Symposium on Artificial Neural Networks, 2020
Proceedings of the Handbuch der Künstlichen Intelligenz, 6. Auflage, 2020
2019
Please delete that! Why should I? - Explaining learned irrelevance classifications of digital objects.
Künstliche Intell., 2019
Approaches and Applications of Inductive Programming (Dagstuhl Seminar 19202).
Dagstuhl Reports, 2019
"Wie funktioniert das?" - Informatische Konzepte in der Vor- und Grundschule spielerisch begreifen und anwenden.
Proceedings of the Informatik für alle, 18. GI-Fachtagung Informatik und Schule, 2019
Effect of Superpixel Aggregation on Explanations in LIME - A Case Study with Biological Data.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
Enriching Visual with Verbal Explanations for Relational Concepts - Combining LIME with Aleph.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
2018
Ultra-Strong Machine Learning: comprehensibility of programs learned with ILP.
Mach. Learn., 2018
Informatik in der Grundschule - Eine informatisch-pädagogische Perspektive auf informatikdidaktische Konzepte.
Inform. Spektrum, 2018
Intentional Forgetting in Artificial Intelligence Systems: Perspectives and Challenges.
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Proceedings of the KI 2018: Advances in Artificial Intelligence, 2018
Inductive Programming as Approach to Comprehensible Machine Learning.
Proceedings of the 7th Workshop on Dynamics of Knowledge and Belief (DKB-2018) and the 6th Workshop KI & Kognition (KIK-2018) co-located with 41st German Conference on Artificial Intelligence (KI 2018), 2018
Was the Year 2000 a Leap Year? Step-Wise Narrowing Theories with Metagol.
Proceedings of the Inductive Logic Programming - 28th International Conference, 2018
Explaining Black-Box Classifiers with ILP - Empowering LIME with Aleph to Approximate Non-linear Decisions with Relational Rules.
Proceedings of the Inductive Logic Programming - 28th International Conference, 2018
From beliefs to intention: mentoring as an approach to motivate female high school students to enrol in computer science studies.
Proceedings of the Third Conference on GenderIT, 2018
2017
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017
Programming by Demonstration.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017
Living Lab Bamberg: an infrastructure to explore smart city research challenges in the wild.
Künstliche Intell., 2017
Approaches and Applications of Inductive Programming (Dagstuhl Seminar 17382).
Dagstuhl Reports, 2017
Mental Models, Career Aspirations, and the Acquirement of Basic Concepts of Computer Science in Elementary Education: Empirical Evaluation of the Computer Science Experimenter's Kit.
Proceedings of the 12th Workshop on Primary and Secondary Computing Education, 2017
Computer Science in Early Childhood Education: Pedagogical Beliefs and Perceived Self-Confidence in Preschool Teachers.
Proceedings of the 12th Workshop on Primary and Secondary Computing Education, 2017
Kindliche Modelle der digitalen Welt.
Proceedings of the Informatische Bildung zum Verstehen und Gestalten der digitalen Welt, 2017
A Human Like Incremental Decision Tree Algorithm: Combining Rule Learning, Pattern Induction, and Storing Examples.
Proceedings of the Lernen, 2017
Computer Models Solving Intelligence Test Problems: Progress and Implications (Extended Abstract).
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017
Requirements for a companion system to support identifying irrelevancy.
Proceedings of the International Conference on Companion Technology, 2017
The Impact of Presentation Order on Category Learning Strategies: Behavioral Data and Self-Reports.
Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017
Data Mining von multidimensionalen Qualitätsdaten aus einer computerintegrierten industriellen Fertigung zur visuellen Analyse von komplexen Wirkzusammenhängen.
Proceedings of the Datenbanksysteme für Business, 2017
2016
Characterizing facial expressions by grammars of action unit sequences - A first investigation using ABL.
Inf. Sci., 2016
Computer models solving intelligence test problems: Progress and implications.
Artif. Intell., 2016
Computer science experimenter's kit for use in preschool and primary school.
Proceedings of the 11th Workshop in Primary and Secondary Computing Education, 2016
How Does Predicate Invention Affect Human Comprehensibility?
Proceedings of the Inductive Logic Programming - 26th International Conference, 2016
Automatic Generation of Analogous Problems to Help Resolving Misconceptions in an Intelligent Tutor System for Written Subtraction.
Proceedings of the Workshops Proceedings for the Twenty-fourth International Conference on Case-Based Reasoning (ICCBR 2016), Atlanta, Georgia, USA, October 31, 2016
Automatische Detektion von Trockenstress bei Tabakpflanzen mittels Machine-Learning-Verfahren.
Proceedings of the Informatik in der Land-, Forst- und Ernährungswirtschaft, Fokus: Intelligente Systeme, 2016
Gemeinsame mentale Modelle in der agilen Softwareentwicklung: Ein Ansatz zur Erstellung von Gestaltungsempfehlungen für "gute" erfahrungsspezifische User Stories.
Proceedings of the 46. Jahrestagung der Gesellschaft für Informatik, 2016
A Practical Approach to Fuse Shape and Appearance Information in a Gaussian Facial Action Estimation Framework.
Proceedings of the ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands, 2016
2015
You Need the AI Community - and the AI Community Needs You!
Künstliche Intell., 2015
Can Machine Intelligence be Measured in the Same Way as Human intelligence?
Künstliche Intell., 2015
Introvertierte Studenten, fleißige Studentinnen? - Geschlechtsspezifische Unterschiede in Motivation, Zufriedenheit und Wahrnehmungsmustern bei Informatikstudierenden - Ergebnisse aus Erstsemesterbefragungen an der Fakultät Wirtschaftsinformatik und Angewandte Informatik der Otto-Friedrich-Universität Bamberg differenziert nach Geschlecht.
Inform. Spektrum, 2015
Approaches and Applications of Inductive Programming (Dagstuhl Seminar 15442).
Dagstuhl Reports, 2015
Inductive programming meets the real world.
Commun. ACM, 2015
Cognitive Systems: Goals, Approaches, Applications.
Proceedings of the 45. Jahrestagung der Gesellschaft für Informatik, Informatik, Energie und Umwelt, INFORMATIK 2015, Cottbus, Germany, September 28, 2015
Comparing Computer Models Solving Number Series Problems.
Proceedings of the Artificial General Intelligence, 2015
2014
How Similar is What I Get to What I Want: Matchmaking for Mobility Support.
Proceedings of the Computational Approaches to Analogical Reasoning: Current Trends, 2014
Does AI Need a New Debate on Ethics?
Künstliche Intell., 2014
Grounding Hierarchical Reinforcement Learning Models for Knowledge Transfer.
CoRR, 2014
Applying Inductive Program Synthesis to Induction of Number Series A Case Study with IGOR2.
Proceedings of the KI 2014: Advances in Artificial Intelligence, 2014
2013
Assistive Technology to Support the Mobility of Senior Citizens - Overcoming Mobility Barriers and Establishing Mobility Chains by Social Collaboration.
Künstliche Intell., 2013
Approaches and Applications of Inductive Programming (Dagstuhl Seminar 13502).
Dagstuhl Reports, 2013
A cognitive model for predicting esthetical judgements as similarity to dynamic prototypes.
Cogn. Syst. Res., 2013
A machine learning approach to drought stress level classification of tobacco plants.
Proceedings of the LWA 2013. Lernen, 2013
Erkennung von Sequenzen mimischer Schmerzausdrücke durch genetische Programmierung.
Proceedings of the LWA 2013. Lernen, 2013
Proceedings of the Handbuch der Künstlichen Intelligenz, 5. Auflage, 2013
From Streams of Observations to Knowledge-Level Productive Predictions.
Proceedings of the Human Behavior Recognition Technologies, 2013
2012
Applying Grammar Inference To Identify Generalized Patterns of Facial Expressions of Pain.
Proceedings of the Eleventh International Conference on Grammatical Inference, 2012
Semi-analytic Natural Number Series Induction.
Proceedings of the KI 2012: Advances in Artificial Intelligence, 2012
Analogical Problem Solving: Insights from Verbal Reports.
Proceedings of the 34th Annual Meeting of the Cognitive Science Society, 2012
2011
The challenge of complexity for cognitive systems.
Cogn. Syst. Res., 2011
Inductive rule learning on the knowledge level.
Cogn. Syst. Res., 2011
From Sensorimotor Graphs to Rules: An Agent Learns from a Stream of Experience.
Proceedings of the Artificial General Intelligence - 4th International Conference, 2011
2010
Proceedings of the Encyclopedia of Machine Learning, 2010
Programming by Demonstration.
Proceedings of the Encyclopedia of Machine Learning, 2010
Proceedings of the Encyclopedia of Machine Learning, 2010
Incident Mining Using Structural Prototypes.
Proceedings of the Trends in Applied Intelligent Systems, 2010
Interleaving Forward Backward Feature Selection.
Proceedings of the KDIR 2010, 2010
Data-Driven Detection of Recursive Program Schemes.
Proceedings of the ECAI 2010, 2010
Tracking von Gesichtsmimik mit Hilfe von Gitterstrukturen zur Klassifikation von schmerzrelevanten Action Units.
Proceedings of the Bildverarbeitung für die Medizin 2010 - Algorithmen - Systeme, 2010
2009
Evolutionary Programming Guided by Analytically Generated Seeds.
Proceedings of the IJCCI 2009, 2009
Porting IgorII from Maude to Haskell.
Proceedings of the Approaches and Applications of Inductive Programming, 2009
2008
KI und Kognition - Service.
Künstliche Intell., 2008
Interview with Ken Forbus.
Künstliche Intell., 2008
Gasteditorial KI und Kognition.
Künstliche Intell., 2008
An introduction to inductive programming.
Artif. Intell. Rev., 2008
Analysis and Evaluation of Inductive Programming Systems in a Higher-Order Framework.
Proceedings of the KI 2008: Advances in Artificial Intelligence, 2008
Classifier Learning for Imbalanced Data - a Comparison of kNN, SVM, and Decision Tree Learning.
VDM, ISBN: 978-3-8364-9223-2, 2008
2007
Transformational and derivational strategies in analogical problem solving.
Cogn. Process., 2007
Inductive Synthesis of Recursive Functional Programs.
Proceedings of the KI 2007: Advances in Artificial Intelligence, 2007
2006
Metaphors and heuristic-driven theory projection (HDTP).
Theor. Comput. Sci., 2006
Inductive Synthesis of Functional Programs: An Explanation Based Generalization Approach.
J. Mach. Learn. Res., 2006
Inducing Constructor Systems from Example-Terms by Detecting Syntactical Regularities.
Proceedings of the 7th International Workshop on Rule Based Programming, 2006
Solving Proportional Analogies by <i>E</i> -Generalization.
Proceedings of the KI 2006: Advances in Artificial Intelligence, 2006
2005
An Explanation Based Generalization Approach to Inductive Synthesis of Functional Programs.
Proceedings of the Workshop on Approaches and Applications of Inductive Programming, 2005
2004
Ontological Aspects of Computing Analogies.
Proceedings of the International Conference on Cognitive Modelling, 2004
2003
Inductive Synthesis of Functional Programs.
Künstliche Intell., 2003
Inductive Synthesis of Functional Programs, Universal Planning, Folding of Finite Programs, and Schema Abstraction by Analogical Reasoning
Lecture Notes in Computer Science 2654, Springer, ISBN: 3-540-40174-1, 2003
2002
Mitteilungen der Gesellschaft fuer Kognitionswissenschaft e.V.
Kognitionswissenschaft, 2002
Integrating Function Application in State-Based Planning.
Proceedings of the KI 2002: Advances in Artificial Intelligence, 2002
Inductive Synthesis of Functional Programs.
Proceedings of the Artificial Intelligence, 2002
2000
Inference and Visualization of Spatial Relations.
Proceedings of the Spatial Cognition II, 2000
Applying Inductive Program Synthesis to Macro Learning.
Proceedings of the Fifth International Conference on Artificial Intelligence Planning Systems, 2000
1998
Reference Frames for Spatial Inference in Text Understanding.
Proceedings of the Spatial Cognition, 1998
Induction of Recursive Program Schemes.
Proceedings of the Machine Learning: ECML-98, 1998
1997
Programmieren durch analoges Schließen .
Kognitionswissenschaft, 1997
1994
Erwerb rekursiver Programmiertechniken als Induktion von Konzepten und Regeln - ein kognitionswissenschaftlicher Zugang zum Erwerb kognitiver Fertigkeiten.
PhD thesis, 1994