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Beteiligte Personen
M.Sc. Ahmed Abouelazm
M.Sc. Christoph Braun
M.Sc. Marcus Fechner
M.Sc. Mandy Goram
M.Sc. Tim Joseph
Dr.-Ing. Tobias Käfer
Prof. Dr. Sanja Lazarova-Molnar
M.Sc. Albert Lee
M.Sc. Rupert Polley
M.Sc. Nicholas Popovic
M.Sc. Zhan Qu
Prof. Dr. Harald Sack
M.Sc. Tarek Saier
M.Sc. Chen Shao
M.Sc. Philipp Stegmaier
Prof. Dr. York Sure-Vetter
M.Sc. Marc Uecker
M.Sc. Shuzhou Yuan

PraktikumWSLinked Data und das Semantische Web
PraktikumWSProjektpraktikum Kognitive Automobile und Roboter
SeminarSSGraph Representation Learning
SeminarSSKnowledge Discovery and Data Mining
SeminarWS & SSKognitive Automobile und Roboter
VorlesungWSAnwendungen der KI
VorlesungWSKnowledge Discovery
VorlesungWSMaschinelles Lernen 1 - Grundverfahren
VorlesungSSMaschinelles Lernen 2 – Fortgeschrittene Verfahren
VorlesungSSSemantic Web Technologies
SeminarWSReal-World Challenges in Data Science und Analytics

Aktive Projekte

Veröffentlichungen zum Forschungsgebiet

Philipp Toussaint, Florian Leiser, Scott Thiebes, Matthias Schlesner, Matthias Schlesner, Ali Sunyaev
Explainable artificial intelligence for omics data: a systematic mapping study
Briefings in Bioinformatics, 25, (1), November, 2023

Michael Färber, Coutinho, Shuzhou Yuan
Biases in Scholarly Recommender Systems: Impact, Prevalence, and Mitigation
Scientometrics, 2023

Michael Färber, Jannik Schwade, Adam Jatowt
Measuring Variety, Balance, and Disparity: An Analysis of Media Coverage of the 2021 German Federal Election
arXiv, 2023

Michael Färber, Lazaros Tampakis
Analyzing the Impact of Companies on AI Research Based on Publications
Scientometrics, 2023

Sebastian Lins, Konstantin D. Pandl, Heiner Teigeler, Scott Thiebes, Calvin Bayer, Ali Sunyaev
Artificial Intelligence as a Service. Classification and Research Directions
Business & Information Systems Engineering, Juli, 2021

Jiexin Wang, Adam Jatowt, Michael Färber, Masatoshi Yoshikawa
Improving Question Answering for Event-Focused Questions in Temporal Collections of News Articles
Information Retrieval Journal, Januar, 2021

Maria Maleshkova, Patrick Philipp, York Sure-Vetter, Rudi Studer
Smart Web Services (SmartWS) – The Future of Services on the Web
IPSI BgD Transactions on Advanced Research (TAR), 12, (1), Seiten 15-26, Januar, 2016

Rudi Studer, Anupriya Ankolekar, Pascal Hitzler, York Sure
A Semantic Future for AI
IEEE Intelligent Systems, 21, (4), Seiten 8-9, Juli, 2006

Sebastian Bader, Pascal Hitzler, Steffen Hölldobler
The Integration of Connectionism and First-Order Knowledge Representation and Reasoning as a Challenge for Artificial Intelligence
Information, 9, (1), Januar, 2006

York Sure, Pascal Hitzler, Andreas Eberhart, Rudi Studer
The Semantic Web in One Day
IEEE Intelligent Systems, 20, (3), Seiten 85-87, Mai, 2005

Noah Friedland, Paul Allen, Gavin Matthews, Michael Witbrock, David Baxter, Jon Curtis, Blake Shepard, Pierluigi Miraglia, Jürgen Angele, Steffen Staab, Eddie Mönch, Henrik Oppermann, Dirk Wenke, Bruce Porter, Ken Barker, James Fan, Shaw Yi Chaw, Peter Yeh, Dan Tecuci, Peter Clark
Project Halo: Towards a Digital Aristotle
AI Magazine, 2004

Steffen Staab, Hannes Werthner, Francesco Ricci, Alexander Zipf, Ulrike Gretzel, Daniel Fesenmaier, Cécile Paris, Craig Knoblock
Intelligent Systems for Tourism
IEEE Intelligent Systems, 17, (6), Seiten 53-66, November, 2002

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Juwal Regev, Adam Jatowt, Michael Färber
Future Timelines: Extraction and Visualization of Future-Related Content From News Articles
Proceedings of the 17th International Conference on Web Search and Data Mining (WSDM'24), ACM

Chen Shao, Elias Giacoumidis, Shi Li, Jialei Li, Michael Färber, Tobias Käfer, André Richter
A Novel Machine Learning-based Equalizer for a Downstream 100G PAM-4 PON
Proceedings of the 2024 Optical Fiber Communication Conference and Exhibition (OFC'24), IEEE

Long Hoang Nguyen, Sebastian Lins, Maximilian Renner, Ali Sunyaev
Unraveling the Nuances of AI Accountability: A Synthesis of Dimensions Across Disciplines
ECIS 2024 Research Papers, AIS eLibrary

Kathrin Brecker, Sebastian Lins, Ali Sunyaev
Why it Remains Challenging to Assess Artificial Intelligence
In Tung X. Bui, Proceedings of the 56th Hawaii International Conference on System Sciences (HICSS 2023), Seiten: 5242-5251, University of Hawaii, Honolulu, HI, Januar, 2023

Michael Färber, David Lamprecht
Linked Papers With Code: The Latest in Machine Learning as an RDF Knowledge Graph
Proceedings of the 22th International Semantic Web Conference (ISWC'23), CEUR

Daniel Bogdoll, Jonas Hendl, Felix Schreyer, Nishanth Gowda, Michael Färber, J. Marius Zöllner
Impact, Attention, Influence: Early Assessment of Autonomous Driving Datasets
Proceedings of the 8th International Conference on Control and Robotics Engineering (ICCRE'23), IEEE

Shuzhou Yuan, Michael Färber
Evaluating Generative Models for Graph-to-Text Generation
Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2023), ACL Anthology, Varna, Bulgaria, September, 2023

Michael Straub, Tarek Saier, Johannes Reber, Robert Borkowski, Shi Li, André Richter, Michael Färber, Tobias Käfer, René Bonk
AI-Based OTDR Event Detection, Classification and Assignment to ODN Branches in Passive Optical Networks
Proceedings of the 2023 European Conference on Optical Communication (ECOC'23), IEEE

Michael Färber, Nicholas Popovic
Vocab-Expander: A System for Creating Domain-Specific Vocabularies Based on Word Embeddings
Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP'23), ACM

Michael Färber, David Lamprecht, Johan Krause, Linn Aung, Peter Haase
SemOpenAlex: The Scientific Landscape in 26 Billion RDF Triples
Proceedings of the 22th International Semantic Web Conference (ISWC'23), Seiten: 1-19, Springer

Michael Färber, Nicolas Weber
When to Use Which Neural Network? Finding the Right Neural Network Architecture for a Research Problem
Proceedings of the AAAI Workshop on Scientific Document Understanding (SDU∂AAAI'22), ACM

Leopold Müller, Lars Böcking, Michael Färber
Safety Aware Reinforcement Learning by Identifying Comprehensible Constraints in Expert Demonstrations
Proceedings of the Workshop on Artificial Intelligence Safety 2022 (SafeAI∂AAAI'22), AAAI

Michael Färber, David Lamprecht
The Green AI Ontology: An Ontology for Modeling the Energy Consumption of AI Models
Proceedings of the 21st International Semantic Web Conference (ISWC'22), CEUR-WS

Adam Jatowt, I-Chen Hung, Michael Färber, Ricardo Campos, Masatoshi Yoshikawa
Exploding TV Sets & Disappointing Laptops: Suggesting Interesting Content in News Archives based on Surprise Estimation
Proceedings of the 43rd European Conferene on Information Retrieval (ECIR'21), Springer

Michael Färber, Ann-Kathrin Leisinger
DataHunter: A System for Finding Datasets Based on Scientific Problem Descriptions
Proceedings of the 15th ACM Recommender Systems Conference (RecSys'21), Seiten: 749--752, ACM

Boulos El Asmar, Syrine Chelly, Michael Färber
AWARE: An Ontology for Situational Awareness of Autonomous Vehicles in Manufacturing
Proceedings of the 2021 Commonsense Knowledge Graph Workshop (CSKG'21)@AAAI'21, AAAI

Michael Färber, Ann-Kathrin Leisinger
Recommending Datasets for Scientific Problem Descriptions
Proceedings of the 30th ACM International Conference on Information and Knowledge Management (CIKM'21), ACM

Michael Färber, Alexander Albers, Felix Schüber
Identifying Used Methods and Datasets in Scientific Publications
In AAAI, Proceedings of the AAAI-21 Workshop on Scientific Document Understanding (SDU'21), AAAI

Michael Färber, Vinzenz Zinecker, Isabela Bragaglia, Sebastian Celis, Maria Duma
C-Rex: A Comprehensive System for Recommending In-Text Citations with Explanations
Proceedings of the 1st International Workshop on Scientific Knowledge: Representation, Discovery, and Assessment (Sci-K'21∂WWW'21), ACM

Michael Färber, Frederic Bartscherer
Media Bias Everywhere? A Vision for Dealing with the Manipulation of Public Opinion
Proceedings of the Second International Workshop on Algorithmic Bias in Search and Recommendation (Bias∂ECIR'21), Springer

Anna Nguyen, Adrian Oberföll, Michael Färber
Right for the Right Reasons: Making Image Classification Intuitively Explainable
Advances in Information Retrieval. ECIR 2021. Lecture Notes in Computer Science, Springer, Cham, 12657, März, 2021

Anna Nguyen, Franz Krause, Daniel Hagenmayer, Michael Färber
Quantifying Explanations of Neural Networks in E-Commerce Based on LRP
Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD'21), Seiten: 251-267, Springer, Juli, 2021

Anna Nguyen, Tobias Weller, Michael Färber, York Sure-Vetter
Making Neural Networks FAIR
In Villazón-Terrazas et al., Proceedings of the Knowledge Graphs and Semantic Web (KGSWC'20), Seiten: 29-44, Springer, Communications in Computer and Information Science, November, 2020

Michael Färber, Victoria Burkard, Adam Jatowt, Lim Sora
A Multidimensional Dataset Based on Crowdsourcing for Analyzing and Detecting News Bias
Proceedings of the 29th ACM International Conference on Information and Knowledge Management (CIKM'20), ACM, Galway, Ireland

Lars Heling, Felix Bensmann, Benjamin Zapilko, Maribel Acosta, York Sure-Vetter
Building Knowledge Graphs from Survey Data: A Use Case in the Social Sciences
In Hitzler et al., The Semantic Web: ESWC 2019 Satellite Events - ESWC 2019 Satellite Events, Portorož, Slovenia, June 2-6, 2019, Revised Selected Papers, Seiten: 285-299, Springer, Lecture Notes in Computer Science

Michael Färber, Alexander Thiemann, Adam Jatowt
To Cite, or Not to Cite? Detecting Citation Contexts in Text
Proceedings of the 40th European Conference on Information Retrieval (ECIR 2018), Seiten: 598--603, Springer

Michael Färber, Alexander Thiemann, Adam Jatowt
A High-Quality Gold Standard for Citation-based Tasks
Proceedings of the 11th International Conference on Language Resources and Evaluation (LREC 2018), European Language Resources Association (ELRA)

Michael Färber, Yulia Svetashova, Andreas Harth
Theories about World Representations for the Internet of Things
Proceedings of the 1st International Workshop on Concepts in Action: Representation, Learning, and Application (CARLA 2018), n/a

Aditya Mogadala, Bhargav Kanuparthi, Achim Rettinger, York Sure-Vetter
Discovering Connotations as Labels for Weakly Supervised Image-Sentence Data
WWW'18: Proceedings of The Web Conference 2018, Lyon, France, April 2018, Seiten: 379-386, ACM, April, 2018

Victor Anthony Arrascue Ayala, Kemal Cagin Gülsen, Anas Alzogbi, Michael Färber, Marco Muñiz, Georg Lausen
A Delay-Robust Touristic Plan Recommendation Using Real-World Public Transportation Information
Proceedings of the 2nd Workshop on Recommenders in Tourism (RecTour 2017), Seiten: 9–17, CEUR

Philipp Sorg
Learning Methods in Multi-Grained Query Answering
Proceedings of the ISWC 08 Doctoral Consortium

Philipp Sorg, Philipp Cimiano
Enriching the crosslingual link structure of Wikipedia - A classification-based approach
Proceedings of the AAAI 2008 Workshop on Wikipedia and Artifical IntelligenceJuni, 2008

Sebastian Rudolph, Markus Krötzsch, Pascal Hitzler
Terminological Reasoning in SHIQ with Ordered Binary Decision Diagrams
In Dieter Fox and Carla P. Gomes, Proceedings of the 23rd AAAI Conference on Artficial Intelligence (AAAI-08), Seiten: 529-534, AAAI Press, Chicago, Illinois, USA, Juli, 2008

Pascal Hitzler, Markus Krötzsch, Sebastian Rudolph, Tuvshintur Tserendorj
Approximate OWL Instance Retrieval with Screech
In A.G. Cohn, D.C. Hogg, R. Möller, B. Neumann, Logic and Probability for Scene Interpretation, Dagstuhl Seminar Proceedings, 08091, Februar, 2008

Matthias Knorr, Jose Alferes, Pascal Hitzler
Towards Tractable Local Closed World Reasoning for the Semantic Web
In Jose Neves, Manuel Filipe Santos, Jose Machado, Progress in Artificial Intelligence, 13th Portuguese Conference on Aritficial Intelligence, EPIA 2007, Guimaraes, Portugal, December 3-7, 2007, Proceedings, Seiten: 3-14, Springer, Berlin, Lecture Notes in Computer Science, 4874

Sebastian Blohm, Philipp Cimiano, Egon Stemle
Harvesting Relations from the Web -Quantifiying the Impact of Filtering Functions
Proceedings of the 22nd Conference on Artificial Intelligence (AAAI-07), Seiten: 1316--1323Juli, 2007

Pascal Hitzler, Andreas Eberhart
Description Logic Programs: Normal Forms
In Pascal Hitzler, Thomas Roth-Berghofer and Sebastian Rudolph, AInt-07, Foundations of Artificial Intelligence, Workshop at KI 2007, CEUR Workshop Proceedings, 277, September, 2007

Stephan Bloehdorn, York Sure
Kernel Methods for Mining Instance Data in Ontologies
In Karl Aberer and Key-Sun Choi and Natasha Fridman Noy and Dean Allemang and Kyung-Il Lee and Lyndon J. B. Nixon and Jennifer Golbeck and Peter Mika and Diana Maynard and Riichiro Mizoguchi and Guus Schreiber and Philippe Cudre-Mauroux, The Semantic Web - Proceedings of the 6th International Semantic Web Conference and 2nd Asian Semantic Web Conference (ISWC 2007 + ASWC 2007), November 11-15, 2007, Busan, Korea, Seiten: 58--71, Springer, Lecture Notes in Computer Science, November, 2007

Tobias Matzner, Pascal Hitzler
Any-World Access to OWL from Prolog
In Joachim Hertzberg, Michael Beetz, Roman Englert, KI 2007: Advances in Artificial Intelligence, 30th Annual German Conference on AI, KI 2007, Osnabrück, Germany, September 2007, Proceedings, Seiten: 84-98, Springer, Berlin, Lecture Notes in Computer Science, 4667, Dezember, 2006

Pascal Hitzler, Markus Krötzsch
Querying formal contexts with answer set programs
In Henrik Schärfe, Pascal Hitzler and Peter Ohrstrom, Conceptual Structures: Inspiration and Application, Proceedings of the 14th International Conference on Conceptual Structures, ICCS 2006, Aalborg, Denmark, July 2006, Seiten: 413-426, Springer, Lecture Notes in Artificial Intelligence, 4068, Juli, 2006

Antoine Zimmermann, Markus Krötzsch, Jérôme Euzenat, Pascal Hitzler
Formalizing Ontology Alignment and its Operations with Category Theory
In Brandon Bennett and Christiane Fellbaum, Proceedings of the Fourth International Conference on Formal Ontology in Information Systems (FOIS 2006), Seiten: 277--288, IOS Press, Frontiers in Artificial Intelligence and Applications, 150, November, 2006

Pascal Hitzler, Sebastian Bader, Artur Garcez
Ontology leaning as a use case for neural-symbolic integration
In Artur Garcez, Pascal Hitzler, and Jeff Ellman, Proceedings of the IJCAI-05 Workshop on Neural-Symbolic Learning and Reasoning, NeSyAugust, 2005

Sebastian Bader, Pascal Hitzler, Andreas Witzel
Integrating First Order Logic Programs and Connectionist Systems - A Constructive Approach
In Artur Garcez, Pascal Hitzler, and Jeff Ellman, Proceedings of the IJCAI-05 Workshop on Neural-Symbolic Learning and Reasoning, NeSyAugust, 2005

Pascal Hitzler, Rudi Studer, York Sure
Description Logic Programs: A Practical Choice For the Modelling of Ontologies
1st Workshop on Formal Ontologies Meet Industry, FOMI'05, Verona, Italy, June 2005März, 2005

Pascal Hitzler, Denny Vrandecic
Resolution-Based Approximate Reasoning for OWL DL
In Y. Gil et al., Proceedings of the 4th International Semantic Web Conference, Galway, Ireland, November 2005, Seiten: 383-397, Springer, Berlin, Lecture Notes in Computer Science, 3729, November, 2005

Marc Ehrig, York Sure, Steffen Staab
Supervised Learning of an Ontology Alignment Process
In Klaus-Dieter Althoff and Andreas Dengel and Ralph Bergmann and Markus Nick and Thomas Roth-Berghofer, Professional Knowledge Management: Third Biennial Conference, WM 2005, Seiten: 508 - 517, Springer, LNAI, 3782, Kaiserslautern, Germany, April, 2005

Jens Lehmann, Sebastian Bader, Pascal Hitzler
Extracting Reduced Logic Programs from Artificial Neural Networks
In Artur Garcez, Pascal Hitzler, and Jeff Ellman, Proceedings of the IJCAI-05 Workshop on Neural-Symbolic Learning and Reasoning, NeSyAugust, 2005

Pascal Hitzler
Default Reasoning over Domains and Concept Hierarchies
In Susanne Biundo and Thom Frühwirth and Günther Palm, KI2004: Advances in Artificial Intelligence. Proceedings of the 27th Annual German Conference on AI, KI2004, Ulm, Germany, Seiten: 351-365, Springer, Lecture Notes in Artificial Intelligence, 3238, September, 2004

H. Sofia Pinto, Christoph Tempich, Steffen Staab
DILIGENT: Towards a fine-grained methodology for DIstributed, Loosely-controlled and evolvInG Engingeering of oNTologies
In Ramon Lopez de Mantaras and Lorenza Saitta, Proceedings of the 16th European Conference on Artificial Intelligence (ECAI 2004), August 22nd - 27th, Seiten: 393--397, IOS Press, Valencia, Spain, August, 2004

Marc Ehrig, Peter Haase, Nenad Stojanovic, Mark Hefke
Similarity for Ontologies - a Comprehensive Framework
Workshop Enterprise Modelling and Ontology: Ingredients for Interoperability, at PAKM 2004, Springer, Dezember, 2004

Noah Friedland, Paul Allen, Michael Witbrock, Gavin Matthews, Nancy Salay, Pierluigi Miraglia, Jürgen Angele, Steffen Staab, David Israel, Vinay Chaudhri, Bruce Porter, Ken Barker, Peter Clark
Towards a Quantitative, Platform-Independent Analysis of Knowledge Systems
Proceedings of the Conference on Knowledge Representation and Reasoning - KR-2004, Seiten: 507-515, AAAI Press, Juni, 2004

Sebastian Bader, Pascal Hitzler, Steffen Hölldobler
The Integration of Connectionism and First-Order Knowledge Representation and Reasoning as a Challenge for Artificial Intelligence
In L. Li and K.K. Yen, Proceedings of the Third International Conference on Information, Tokyo, Japan, November/December 2004, Seiten: 22-33, International Information Institute, November, 2004

Marc Ehrig, York Sure
Ontology Mapping - An Integrated Approach
In Christoph Bussler, John Davis, Dieter Fensel, Rudi Studer, Proceedings of the First European Semantic Web Symposium, Seiten: 76-91, Springer Verlag, Lecture Notes in Computer Science, 3053, Heraklion, Greece, Mai, 2004

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Ingo Paenke
Dynamics of Evolution and Learning
Universitätsverlag Karlsruhe, Juni, 2008

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Michael Färber, Yulia Svetashova, Andreas Harth
Theories of Meaning for the Internet of Things
In Concepts in Action. Language, Cognition, and Mind, Seiten 37-61, Springer, Cham, 2021

Stephan Grimm, Pascal Hitzler, Andreas Abecker
Knowledge Representation and Ontologies
In Rudi Studer, Stephan Grimm, Andreas Abecker, Semantic Web Services: Concepts, Technology and Applications, Seiten 51-106, Springer, Berlin, 2007

Sebastian Bader, Pascal Hitzler
Dimensions of neural-symbolic integration - a structured survey
In S. Artemov, H. Barringer, A. S. d'Avila Garcez, L. C. Lamb, J. Woods, We Will Show Them: Essays in Honour of Dov Gabbay, Seiten 167-194, International Federation for Computational Logic, College Publications, Vol.1, Juli, 2005

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Sebastian Rudolph, Frithjof Dau, Sergei O. Kuznetsov
Conceptual Structures: Leveraging Semantic Technologies
Springer, LNCS, Vol. 5662, Juli, 2009

Pascal Hitzler, Thomas Roth-Berghofer, Sebastian Rudolph
Proceedings of the Workshop on Foundations of Artificial Intelligence, FAInt-07, at KI-2007, Osnabrück, Germany, September 2007
CEUR Workshop Proceedings, Vol. 277, September, 2007

Artur Garcez, Jeff Elman, Pascal Hitzler
Proceedings of the IJCAI-05 Workshop on Neural-Symbolic Learning and Reasoning, NeSy'05, Edinburgh, UK, August 2005
August, 2005

Martin Frank, N. Noy, Steffen Staab
Proceedings of the WWW2002 International Workshop on the Semantic Web. Honululu, Hawaii, May 7, 2002
CEUR Workshop Proceedings, Vol. 55

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Jens Lehmann, Sebastian Bader, Pascal Hitzler
Extracting Reduced Logic Programs from Artificial Neural Networks
AIFB, University of Karlsruhe, Archiv Nummer 1148, Februar, 2006

Yue Ma, Pascal Hitzler, Zuoquan Lin
Paraconsistent Reasoning with OWL - Algorithms and the ParOWL Reasoner
AIFB, University of Karlsruhe, Archiv Nummer 1390, Dezember, 2006

Pascal Hitzler, Sibylle Schwarz
Towards a unified theory of logic programming semantics: Level mapping characterizations of selector generated models
AIFB, Universität Karlsruhe, Archiv Nummer 1052, November, 2005

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Stefania Ghita-Costache, Peter Dolog, Pascal Hitzler, Luciano Serafini, Wolf Siberski, Heiner Stuckenschmidt, Andrei Tamilin, Denny Vrandecic, Holger Wache
Report on realizing practical approximate and distributed reasoning for ontologies
AIFB, University of Karlsruhe, (D2.1.2.1v1), KnowledgeWeb Deliverable, Januar, 2006

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Pascal Hitzler
Nichtmonotone, neuro-symbolische und begriffliche Wissensverarbeitung
Habilitationsschrift (kumulativ), Dezember, 2004

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