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=Artificial Intelligence=

Involved People
Dr. Mehwish Alam
Dr. Michael Färber
M.Sc. Mandy Goram
Dr.-Ing. Tobias Käfer
Prof. Dr. Harald Sack
M.Sc. Tarek Saier
Prof. Dr. York Sure-Vetter

PraktikumSSKnowledge Discovery and Data Science
PraktikumWSLinked Data and the Semantic Web
VorlesungWSApplications of AI
VorlesungWSKnowledge Discovery
VorlesungWSMachine Learning 1 - Fundamental Methods
VorlesungSSMachine Learning 2 – Advanced Methods
VorlesungSSSemantic Web Technologies
SeminarWSReal-World Challenges in Data Science und Analytics

Active Projects

Publications Belonging to the Area of Research

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), pages 15-26, Januar, 2016

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

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

York Sure, Pascal Hitzler, Andreas Eberhart, Rudi Studer
The Semantic Web in One Day
IEEE Intelligent Systems, 20, (3), pages 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), pages 53-66, November, 2002

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Anna Nguyen, Adrian Oberföll, Michael Färber
Right for the Right Reasons: Making Image Classification Intuitively Explainable
Proceedings of the 43rd European Conference on Information Retrieval (ECIR'21), Springer, März, 2021

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

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, 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, 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

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), pages: 29-44, Springer, Communications in Computer and Information Science, November, 2020

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, pages: 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), pages: 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, pages: 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), pages: 9–17, CEUR

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), pages: 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

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

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, pages: 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), pages: 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, pages: 58--71, Springer, Lecture Notes in Computer Science, November, 2007

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, pages: 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), pages: 277--288, IOS Press, Frontiers in Artificial Intelligence and Applications, 150, November, 2006

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, pages: 84-98, Springer, Berlin, Lecture Notes in Computer Science, 4667, Dezember, 2006

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, pages: 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, 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, pages: 383-397, Springer, Berlin, Lecture Notes in Computer Science, 3729, November, 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, pages: 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, pages: 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, pages: 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, pages: 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, pages: 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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Stephan Grimm, Pascal Hitzler, Andreas Abecker
Knowledge Representation and Ontologies
In Rudi Studer, Stephan Grimm, Andreas Abecker, Semantic Web Services: Concepts, Technology and Applications, pages 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, pages 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 number: 1148, Februar, 2006

Yue Ma, Pascal Hitzler, Zuoquan Lin
Paraconsistent Reasoning with OWL - Algorithms and the ParOWL Reasoner
AIFB, University of Karlsruhe, archiv number: 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 number: 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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