Prof. Dr. Achim Rettinger
Prof. Dr. Achim Rettinger
Function: Geschäftsführung der Computerlinguistik und Digital Humanities, Professor, Leiter Forschungsgruppe krAil
Facility: Computerlinguistik

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Achim Rettinger is a full professor at Trier University. He is leading the research group on Knowledge Representation Learning (krAil) that sees the Holy Grail of human-centered artificial intelligence in the machine learning of expressive knowledge representations.

Vita
Achim Rettinger studied Computer Science at Universität Koblenz (Germany), the Artificial Intelligence Center at University of Georgia (USA) and the Alberta Machine Intelligence Institute at University of Alberta (Canada). He did his PhD studies in machine learning at the Technische Universität München and at the Siemens AG with Volker Tresp. Then he joined Rudi Studer’s group on semantic technologies at KIT where he obtained his habilitation in 2016. Since 2014 he was head of the KIT Research Group “Adaptive Data Analytics” and  had an interim professorship at the Karlsruhe Institute of Technology in 2018/19. He ran several research projects, including DFG projects, national BMBF and BMWi projects, as well as large collaborative EU projects.

Research
Prof. Rettinger published in a wide range of research areas, like machine learning, natural language understanding, knowledge representation and the Web of Data. His group’s work was awarded with several best paper, demo, challenge and presentation awards. He is/was senior PC member of ISWC and track chair and steering committee member of ESWC and the AI for Good Foundation. He also serves as PC member for all major machine learning and AI conferences, including ICML, NeurIPS, ICLR, AAAI, IJCAI, ECMLPKDD, WWW, ESWC, ISWC, … 

Publications

Sebastian Blank, Florian Wilhelm, Hans-Peter Zorn, Achim Rettinger
Querying NoSQL with Deep Learning to Answer Natural Language Questions
Conference on Innovative Applications of Artificial Intelligence (IAAI-19), AAAI Press

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Michael Färber, Achim Rettinger
Which Knowledge Graph Is Best for Me?
arxiv.org/abs/1809.11099, September, 2018

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Fabian Falck, Julian Marstaller, Niklas Stoehr, Sören Maucher, Jeana Ren, Andreas Thalhammer, Achim Rettinger, Rudi Studer
Sentiment Political Compass: A Data-driven Analysis of Online Newspapers regarding Political Orientation
The Internet, Policy & Politics Conference 2018, .

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Jie Tang, Michalis Vazirgiannis, Yuxiao Dong, Fragkiskos D Malliaros, Michael Cochez, Mayank Kejriwal, Achim Rettinger
BigNet 2018 Chairs' Welcome & Organization
Companion of the The Web Conference 2018 on The Web Conference 2018, Seiten: 943-944, International World Wide Web Conferences Steering Committee, April, 2018

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Aditya Mogadala, Umanga Bista, Lexing Xie, Achim Rettinger
Knowledge Guided Attention and Inference for Describing Images Containing Unseen Objects
The Semantic Web. Latest Advances and New Domains. 15th Extended Semantic Web Conference (ESWC), Crete, Greece., Springer International Publishing., Juni, 2018

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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

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Achim Rettinger, Stefan Zander, Maribel Acosta, York Sure-Vetter
Semantic Technologies: Enabler for Knowledge 4.0.
In Knowledge Management in Digital Change, Seiten 33-49, Springer, Cham, 2018

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Steffen Thoma, Achim Rettinger, Fabian Both
Knowledge Fusion via Embeddings from Text, Knowledge Graphs, and Images
arXiv preprint arXiv:1704.06084, April, 2017

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Lei Zhang, Maribel Acosta, Michael Färber, Steffen Thoma, Achim Rettinger
BreXearch: Exploring Brexit Data Using Cross-Lingual and Cross-Media Semantic Search
Proceedings of the ISWC 2017 Posters & Demonstrations Track, Springer, Oktober, 2017

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Fabian Both, Steffen Thoma, Achim Rettinger
Cross-modal Knowledge Transfer: Improving the Word Embedding of Apple by Looking at Oranges
K-CAP2017, The 9th International Conference on Knowledge Capture, ACM, Dezember, 2017

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Patrick Philipp, Achim Rettinger, Maria Maleshkova
On Automating Decentralized Multi-Step Service Combination
International Conference on Web Services (ICWS), IEEE, Juni, 2017

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Steffen Thoma, Achim Rettinger, Fabian Both
Towards Holistic Concept Representations: Embedding Relational Knowledge, Visual Attributes, and Distributional Word Semantics
The Semantic Web – ISWC 2017, Springer, Oktober, 2017

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Aditya Mogadala, Dominik Jung, Achim Rettinger
Linking Tweets with Monolingual and Cross-Lingual News using Transformed Word Embeddings
18th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing), IJCLA, April, 2017

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Patrick Philipp, Achim Rettinger
Reinforcement Learning for Multi-Step Expert Advice
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), International Foundation for Autonomous Agents and Multiagent Systems, Mai, 2017

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Patrick Philipp, Maria Maleshkova, Achim Rettinger, Darko Katic
A Semantic Framework for Sequential Decision Making
Journal of Web Engineering, 2017

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Lei Zhang, Andreas Thalhammer, Achim Rettinger, Michael Färber, Aditya Mogadala, Ronald Denaux
The xLiMe System: Cross-lingual and Cross-modal Semantic Annotation, Search and Recommendation over Live-TV, News and Social Media Streams
Journal of Web Semantics, 2017

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Michael Färber, Frederic Bartscherer, Carsten Menne, Achim Rettinger
Linked Data Quality of DBpedia, Freebase, OpenCyc, Wikidata, and YAGO
Semantic Web Journal, 2017

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Michael Färber, Achim Rettinger, Boulos El Asmar
On Emerging Entity Detection
Proceedings of the 20th International Conference on Knowledge Engineering and Knowledge Management (EKAW'16), Springer, November, 2016

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Lei Zhang, Michael Färber, Achim Rettinger
XKnowSearch! Exploiting Knowledge Bases for Entity-based Cross-lingual Information Retrieval
The 25th ACM International on Conference on Information and Knowledge Management (CIKM), ACM, Oktober, 2016

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Lei Zhang, Achim Rettinger, Patrick Philipp
Context-Aware Entity Disambiguation in Text Using Markov Chains
IEEE/WIC/ACM International Conference on Web Intelligence (WI'16), IEEE Computer Society Press, Oktober, 2016

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Lei Zhang, Achim Rettinger, Ji Zhang
A Probabilistic Model for Time-Aware Entity Recommendation
The 15th International Semantic Web Conference (ISWC'16) Best Student Paper Award at ISWC 2016, Springer, Oktober, 2016

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Lei Zhang, Achim Rettinger, Ji Zhang
A Knowledge Base Approach to Cross-lingual Keyword Query Interpretation
The 15th International Semantic Web Conference (ISWC'16), Springer, Oktober, 2016

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Aditya Mogadala, Achim Rettinger
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification.
Human Language Technologies: The 2016 Annual Conference of the North American Chapter of the ACL., Association for Computational Linguistics, Juni, 2016

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Michael Färber, Achim Rettinger, Andreas Harth
Towards Monitoring of Novel Statements in the News
Proceedings of the 13th Extended Semantic Web Conference (ESWC 2016), Springer, Berlin, Mai, 2016

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Andreas Thalhammer, Achim Rettinger
PageRank on Wikipedia: Towards General Importance Scores for Entities
In Harald Sack, Giuseppe Rizzo, Nadine Steinmetz, Dunja Mladenić, Sören Auer, Christoph Lange, The Semantic Web: ESWC 2016 Satellite Events, Heraklion, Crete, Greece, May 29 - June 2, 2016, Revised Selected Papers, Seiten: 227-240, Springer International Publishing, Lecture Notes in Computer Science, 9989, Cham, Oktober, 2016

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Andreas Thalhammer, Achim Rettinger
ELES: Combining Entity Linking and Entity Summarization
In Bozzon, Alessandro and Cudré-Mauroux, Philippe and Pautasso, Cesare, Web Engineering, 16th International Conference, ICWE 2016, Lugano, Switzerland, June 6-9, 2016. Proceedings, Seiten: 547-550, Springer International Publishing, Lecture Notes in Computer Science, 9671, Cham, Juni, 2016

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Andreas Thalhammer, Nelia Lasierra, Achim Rettinger
LinkSUM: Using Link Analysis to Summarize Entity Data
In Bozzon, Alessandro and Cudré-Mauroux, Philippe and Pautasso, Cesare, Web Engineering, 16th International Conference, ICWE 2016, Lugano, Switzerland, June 6-9, 2016. Proceedings, Seiten: 244-261, Springer International Publishing, Lecture Notes in Computer Science, 9671, Cham, Juni, 2016

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Christian Paul, Achim Rettinger, Aditya Mogadala, Craig A. Knoblock, Pedro Szekely
Efficient Graph-based Document Similarity
In Harald Sack, Eva Blomqvist, Mathieu d'Aquin, Chiara Ghidini, Simone Paolo Ponzetto, Christoph Lange, The Semantic Web. Latest Advances and New Domains. 13th Extended Semantic Web Conference (ESWC), Crete, Greece., Seiten: people.aifb.kit.edu/amo/eswc2016/, Springer International Publishing., Juni, 2016

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Nicolai Schoch, Patrick Philipp, Tobias Weller, Sandy Engelhardt, Mykola Volovyk, Andreas Fetzer, Marco Nolden, Raffaele De Simone, Ivo Wolf, Maria Maleshkova, Achim Rettinger, Rudi Studer, Vincent Heuveline
Cognitive tools pipeline for assistance of mitral valve surgery
In Robert J. Webster and Ziv R. Yaniv, Proc. SPIE 9786, Medical Imaging 2016: Image-Guided Procedures, Robotic Interventions, and Modeling, SPIE Digital Library, 9786, San Diego, California, United States, März, 2016

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Andreas Fetzer, Jasmin Metzger, Darko Katic, Keno März, Martin Wagner, Patrick Philipp, Sandy Engelhardt, Tobias Weller, Sascha Zelzer, Alfred Michael Franz, Nicolai Schoch, Vincent Heuveline, Maria Maleshkova, Achim Rettinger, Stefanie Speidel, Ivo Wolf, Hannes Kenngott, Beat Müller, Lena Maier-Hein, Hans-Peter Meinzer, Marco Nolden
Towards an open-source semantic data infrastructure for integrating clinical and scientific data in cognition-guided surgery
In Jianguo Zhang,Tessa S. Cook, Medical Imaging 2016: PACS and Imaging Informatics: Next Generation and Innovations, SPIE Digital Library, 9789, San Diego, California, United States, März, 2016

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Lei Zhang, Michael Färber, Andreas Thalhammer, Aditya Mogadala, Achim Rettinger
Exploiting Knowledge Bases for Multilingual and Cross-lingual Semantic Annotation and Search
2nd Place in the Semantic Web Challenge (SWC), the 14th International Semantic Web Conference (ISWC 2015), Bethlehem, PA, USA, Oktober, 2015

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Michael Färber, Achim Rettinger
A Statistical Comparison of Current Knowledge Bases
Joint Proceedings of the Posters and Demos Track of 11th International Conference on Semantic Systems - SEMANTiCS2015 and 1st Workshop on Data Science: Methods, Technology and Applications (DSci15), Seiten: 18-21, ACM, September, 2015

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Patrick Philipp, Maria Maleshkova, Achim Rettinger, Darko Katic
A Semantic Framework for Sequential Decision Making
In Philipp Cimiano; Flavius Frasincar; Geert-Jan Houben & Daniel Schwabe, ICWE, Seiten: 392-409, Springer, Juli, 2015

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Lei Zhang, Cong Liu, Achim Rettinger
A Topic-Sensitive Model for Salient Entity Linking
Proceedings of the LD4IE workshop co-located with the 14th International Semantic Web Conference (ISWC 2015), CEUR-WS, Oktober, 2015

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Lei Zhang, Thanh Tran, Achim Rettinger
A Theoretical Analysis of Cross-lingual Semantic Relatedness in Vector Space Models
Proceedings of the ACM SIGIR International Conference on the Theory of Information Retrieval (ICTIR 2015), ACM, September, 2015

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Michael Färber, Achim Rettinger
Toward Real Event Detection
The Semantic Web: ESWC 2015 Satellite Events, Springer, Heidelberg, Mai, 2015

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Lei Zhang, Wentao Chen, Thanh Tran, Achim Rettinger
Time-Aware Entity Search in DBpedia
The Semantic Web: ESWC 2015 Satellite Events, Springer, LNCS, Mai, 2015

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Achim Rettinger, Artem Schumilin, Steffen Thoma, Basil Ell
Learning a Cross-Lingual Semantic Representation of Relations Expressed in Text
Proc. of the 12th Extended Semantic Web Conference (ESWC'15), Seiten: 337-352, Springer, Mai, 2015

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Lei Zhang, Yunpeng Dong, Achim Rettinger
Towards Entity Correctness, Completeness and Emergence for Entity Recognition
24th International World Wide Web Conference (WWW 2015), Companion Volume, ACM, Mai, 2015

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Patrick Philipp, Darko Katic, Maria Maleshkova, Michael Götz, Christian Weber, Achim Rettinger, Stefanie Speidel, Benedikt Kämpgen, Sascha Zelzer, Anna-Laura Wekerle, Rudi Studer, Rüdiger Dillmann, Hannes Kenngott, Beat Müller
Towards Cognitive Pipelines of Medical Assistance Algorithms
Computer-Assisted Radiology and Surgery (CARS) 2015, -

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Patrick Philipp, Maria Maleshkova, Michael Götz, Christian Weber, Benedikt Kämpgen, Marco Nolden, Klaus Maier-Hein, Miriam Klauß, Achim Rettinger
Automatisierung von Vorverabeitungsschritten für medizinische Bilddaten mit semantischen Technologien
Bildverarbeitung für die Medizin (BVM) 2015, -, März, 2015

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Aditya Mogadala, Achim Rettinger
Multi-Modal Correlated Centroid Space for Multi-Lingual Cross-Modal Retrieval
In Hanbury, Allan and Kazai, Gabriella and Rauber, Andreas and Fuhr, Norbert, Advances in Information Retrieval: 37th European Conference on IR Research (ECIR), Vienna, Austria., Seiten: people.aifb.kit.edu/amo/ecir2015/, Springer International Publishing, Cham, Germany, April, 2015

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Michael Färber, Achim Rettinger
Semantic MediaWiki – ein Werkzeug zum kollaborativen Wissensmanagement
In Joachim Warschat, Sven Schimpf, Markus Korell, Technologien frühzeitig erkennen, Nutzenpotenziale systematisch bewerten, Kap. 2.5, Seiten 70-84, Fraunhofer Verlag, Stuttgart, April, 2015

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Dominik Jung, Lorenz Kemper, Benedikt Kaempgen, Achim Rettinger
Predicting the Admission into Medical Studies in Germany: A Data Mining approach
In KIT Scientific Working Papers, Kap. 27, KIT, Karlsruhe, Karlsruhe, Februar, 2015

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Alexander G. Hauptmann, James Hodson, Juanzi Li, Nicu Sebe, Achim Rettinger
Cross-Lingual Cross-Media Content Linking: Annotations and Joint Representations
Dagstuhl Reports, 5, (5), Seiten 2192-5283, Dezember, 2015

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Patrick Philipp, Maria Maleshkova, Darko Katic, Christian Weber, Michael Goetz, Achim Rettinger, Stefanie Speidel, Benedikt Kämpgen, Marco Nolden, Anna-Laura Wekerle, Rüdiger Dillmann, Hannes Kenngott, Beat Müller, Rudi Studer
Toward Cognitive Pipelines of Medical Assistance Algorithms
International Journal of Computer Assisted Radiology and Surgery, November, 2015

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Keno März, M. Hafezi, Tobias Weller, A. Saffari, Marko Nolden, N. Fard, A. Majlesara, Sascha Zelzer, Maria Maleshkova, M. Volovyk, N. Gharabaghi, M. Wagner, G. Emami, S. Engelhardt, A. Fetzer, Hannes Kenngott, N. Rezai, Achim Rettinger, Rudi Studer, A. Mehrabi, Lena Maier-Hein
Toward knowledge-based liver surgery: holistic information processing for surgical decision support
International Journal of Computer Assisted Radiology and Surgery, 10, (6), Seiten 749-759, April, 2015

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Andreas Thalhammer, Achim Rettinger
Browsing DBpedia Entities with Summaries
In Valentina Presutti, Eva Blomqvist, Raphael Troncy, Harald Sack, Ioannis Papadakis, Anna Tordai, The Semantic Web: ESWC 2014 Satellite Events, Seiten: 511-515, Springer, LNCS, Heidelberg, Oktober, 2014

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Benedikt Kämpgen, Keno März, Mohammadreza Hafezi, Andreas Adler, Patrick Philipp, Sascha Zelzer, Arash Saffari, Marco Nolden, Arianeb Mehrabi, Lena Maier-Hein, Achim Rettinger
Challenges in Collecting Patient Characteristics for Analysis using Linked Data
13. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie (CURAC), CURAC

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Philipp Gemmeke, Maria Maleshkova, Patrick Philipp, Michael Götz, Christian Weber, Benedikt Kämpgen, Marco Nolden, Klaus H. Maier-Hein, Achim Rettinger
Using Linked Data and Web APIs for Automating the Pre-processing of Medical Images
ISWC Workshop on Consuming Linked Data (COLD), CEUR

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Lei Zhang, Michael Färber, Thanh Tran, Achim Rettinger
Exploiting Semantic Annotations for Entity-based Information Retrieval
Proceedings of the ISWC 2014 Posters & Demonstrations Track, CEUR-WS, Oktober, 2014

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Lei Zhang, Achim Rettinger, Steffen Thoma
Bridging the Gap between Cross-lingual NLP and DBpedia by Exploiting Wikipedia
Proceedings of the NLP&DBpedia workshop co-located with the 13th International Semantic Web Conference (ISWC 2014), CEUR-WS, Oktober, 2014

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Andreas Wagner, Peter Haase, Achim Rettinger, Holger Lamm
Entity-based Data Source Contextualization for Searching the Web of Data
First International Workshop on Dataset PROFIling & fEderated Search for Linked Data (PROFILES), co-located with the 11th Extended Semantic Web Conference,, Springer, Mai, 2014

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Michael Färber, Lei Zhang, Achim Rettinger
Kuphi - An Investigation Tool for Searching for and via Semantic Relations
The Semantic Web: ESWC 2014 Satellite Events, Springer, LNCS, Heidelberg, Mai, 2014

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Achim Rettinger, Lei Zhang, Daša Berović, Danijela Merkler, Matea Srebačić, Marko Tadić
RECSA: Resource for Evaluating Cross-lingual Semantic Annotation
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), Seiten: 4000-4003, European Language Resources Association (ELRA), Mai, 2014

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Lei Zhang, Michael Färber, Achim Rettinger
xLiD-Lexica: Cross-lingual Linked Data Lexica
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), Seiten: 2101-2105, European Language Resources Association (ELRA), Mai, 2014

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Xavier Carreras, Lluís Padró, Lei Zhang, Achim Rettinger, Zhixing Li, Esteban García-Cuesta, Željko Agić, Bozo Bekavac, Blaz Fortuna, Tadej Štajner
XLike Project Language Analysis Services
Proceedings of the Demonstrations at the 14th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2014), Seiten: 9-12, Association for Computational Linguistics, April, 2014

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Lei Zhang, Achim Rettinger
Semantic Annotation, Analysis and Comparison: A Multilingual and Cross-lingual Text Analytics Toolkit
Proceedings of the Demonstrations at the 14th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2014), Seiten: 13-16, Association for Computational Linguistics, April, 2014

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Lei Zhang, Achim Rettinger
X-LiSA: Cross-lingual Semantic Annotation
Proceedings of the VLDB Endowment (PVLDB), the 40th International Conference on Very Large Data Bases (VLDB), 7, (13), Seiten 1693-1696, September, 2014

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Andreas Wagner, Peter Haase, Achim Rettinger, Holger Lamm
Entity-based Data Source Contextualization for Searching the Web of Data
Institut AIFB, KIT, Archiv Nummer: 3043 Karlsruhe, Dezember, 2013

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Julia Hoxha, Achim Rettinger
First-order Probabilistic Model for Hybrid Recommendations
Proceedings of the 12th International Conference in Machine Learning and Applications (ICMLA '13)), IEEE, Dezember, 2013

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Michael Färber, Achim Rettinger
A semantic wiki for novelty search on documents
Proceedings of the 13th Dutch-Belgian Workshop on Information Retrieval, Seiten: 60-61, Springer, Berlin, Heidelberg, April, 2013

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Andreas Wagner, Peter Haase, Achim Rettinger, Holger Lamm
Discovering Related Data Sources in Data-Portals
First International Workshop on Semantic Statistics, co-located with the 12th International Semantic Web Conference, Springer, November, 2013

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Lei Zhang, Achim Rettinger, Michael Färber, Marko Tadic
A Comparative Evaluation of Cross-lingual Text Annotation Techniques
Conference and Labs of the Evaluation Forum (CLEF 2013), Seiten: 124--135, Springer, LNCS, Heidelberg, September, 2013

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Lei Zhang, Duc Thanh Tran, Achim Rettinger
Probabilistic Query Rewriting for Efficient and Effective Keyword Search on Graph Data
Proceedings of the VLDB Endowment (PVLDB), the 39th International Conference on Very Large Data Bases (VLDB), 6, (14), Seiten 1642-1653, September, 2013

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Matthias Nickles, Achim Rettinger
Interactive Relational Reinforcement Learning of Concept Semantics
Machine Learning, April, 2013

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Yi Huang, Volker Tresp, Maximilian Nickel, Achim Rettinger, Hans-Peter Kriegel
A Scalable Approach for Statistical Learning in Semantic Graphs
Semantic Web Journal, 2013

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Elke Bubel, Nils Elsner, Peter König, Helmut Müller, Nadeschda Nikitina, Mario Quilitz, Silke Rehme, Achim Rettinger, Michael Schwantner
Text Mining für den Ontologieaufbau
Data Analysis, Machine Learning and Knowledge Discovery, Springer, August, 2012

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Carolin Michels, Achim Rettinger
The Tell-Tale Title: How to Track Topics over Time with a Two-Step Approach
Proceedings of the 17th International Conference on Science and Technology Indicators, to appear, September, 2012

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Uta Lösch, Stephan Bloehdorn, Achim Rettinger
Graph Kernels for RDF Data
In Elena Simperl et. al., Proc. of the 9th Extended Semantic Web Conference (ESWC'12), Springer, Mai, 2012

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Achim Rettinger, Uta Lösch, Volker Tresp, Claudia d’Amato, Nicola Fanizzi
Mining the Semantic Web - Statistical learning for next generation knowledge bases
DATA MINING AND KNOWLEDGE DISCOVERY, Februar, 2012

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Achim Rettinger, Hendrik Wermser, Yi Huang, Volker Tresp
Context-aware tensor decomposition for relation prediction in social networks
Social Network Analysis and Mining, Mai, 2012

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Volker Tresp, Yi Huang, Xueyan Jiang, Achim Rettinger
GRAPHICAL MODELS FOR RELATIONS - Modeling Relational Context
Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (KDIR 2011), scitepress

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Matthias Nickles, Achim Rettinger
Towards Interactive Relational Reinforcement Learning of Concepts
NIPS 2011 Workshop; Learning Semantics, Neural Information Processing Systems, Dezember, 2011

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Evgeny Sitnikov, Achim Rettinger, Ole Mengshoel
Distributed Unsupervised Semantic Parsing of Large-Scale Document Corpora
NIPS 2011 Workshop; Big Learning: Algorithms, Systems, and Tools for Learning at Scale, Neural Information Processing Systems, Dezember, 2011

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Hendrik Wermser, Achim Rettinger, Volker Tresp
Modeling and Learning Context-Aware Recommendation Scenarios Using Tensor Decomposition
International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2011), IEEE CPS, August, 2011

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Olgy Streibel, Achim Rettinger, José Quesada
Mining the Future Internet
CEUR-WS.org, Vol. 1, Dezember, 2010

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Yi Huang, Volker Tresp, Markus Bundschus, Achim Rettinger
Multivariate Prediction for Learning on the Semantic Web
Proc. of the 20th International Conference on Inductive Logic Programming (ILP 2010), Springer, Juni, 2010

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Davide Barbieri, Daniele Braga, Stefano Ceri, Emanuele Della Valle, Yi Huang, Volker Tresp, Achim Rettinger, Hendrik Wermser
Deductive and Inductive Stream Reasoning for Semantic Social Media Analytics
IEEE Intelligent Systems, 99, 2010

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Achim Rettinger, Matthias Nickles, Volker Tresp
Statistical relational learning of trust
Machine Learning Journal, 81, September, 2010

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Matthias Nickles, Achim Rettinger
Partially Observable Markov Decision Processes with Behavioral Norms
Proceedings of Normative Multi-Agent Systems (NorMAS 2009), Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik

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Volker Tresp, Markus Bundschus, Yi Huang, Achim Rettinger
Materializing and Querying Learned Knowledge
In Proceedings of the First ESWC Workshop on Inductive Reasoning and Machine Learning on the Semantic Web (IRMLeS 2009), RWTH Aachen, 474

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Achim Rettinger, Matthias Nickles
Infinite Hidden Semantic Models for Learning with OWL DL
In Proceedings of the First ESWC Workshop on Inductive Reasoning and Machine Learning on the Semantic Web (IRMLeS 2009), RWTH Aachen, 474

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Yi Huang, Volker Tresp, Markus Bundschus, Achim Rettinger
Scalable Relational Learning for Sparse and Incomplete Domains
In Proceedings of the International Workshop on Statistical Relational Learning (SRL-2009), K. U. Leuven

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Achim Rettinger, Matthias Nickles, Volker Tresp
Statistical Relational Learning with Formal Ontologies
In Proceedings of The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Seiten: 286-301, Springer

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Markus Bundschus, Shipeng Yu, Volker Tresp, Achim Rettinger, Mathaeus Dejori, Hans-Peter Kriegel
Hierarchical Bayesian Models for Collaborative Tagging Systems
Ninth IEEE International Conference on Data Mining (ICDM 09), Seiten: 728-733, IEEE Computer Society, Dezember, 2009

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Angelika Först, Achim Rettinger, Matthias Nickles
A Comparative Study of Argumentation- and Proposal-Based Negotiation
In Takayuki Ito, Minjie Zhang, Valentin Robu, Shaheen Fatima, Tokuro Matsuo, Advances in Agent-Based Complex Automated Negotiations (ACAN 2008), Springer, Studies in Computational Intelligence, Vol.233, 2009

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Angelika Först, Achim Rettinger, Matthias Nickles
Argumentation- vs. Proposal-based Negotiation: An Empirical Case Study on the Basis of Game-Theoretic Solution Concepts
In Iyad Rahwan, Pavlos Moraitis, Argumentation in Multi-Agent Systems, Seiten 161-180, Springer, 2009

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Achim Rettinger, Matthias Nickles, Volker Tresp
A statistical relational model for trust learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems (AAMAS 2008), Seiten: 763-770, International Foundation for Autonomous Agents and Multiagent Systems, 2

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Zhao Xu, Volker Tresp, Achim Rettinger, Kristian Kersting
Social network mining with nonparametric relational models
Proceedings of the Second international conference on Advances in social network mining and analysis (SNAKDD 2008), Seiten: 77-96, Springer

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Volker Tresp, Markus Bundschus, Achim Rettinger, Yi Huang
Towards Machine Learning on the Semantic Web
In Paulo Cesar Costa, Claudia D'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Matthias Nickles, Michael Pool, Uncertainty Reasoning for the Semantic Web I, Seiten 282-314, Springer, 2008

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Achim Rettinger, Martin Zinkevich, Michael Bowling
Boosting expert ensembles for rapid concept recall
Proceedings of the 21st national conference on Artificial intelligence (AAAI 2006), Seiten: 464-469, AAAI Press

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Achim Rettinger, Matthias Nickles, Volker Tresp
Learning Initial Trust Among Interacting Agents
Proceedings of the 11th international workshop on Cooperative Information Agents XI (CIA 2007), Seiten: 313-327, Springer

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Heni Ben Amor, Achim Rettinger
Intelligent exploration for genetic algorithms: using self-organizing maps in evolutionary computation
Proceedings of the 2005 conference on Genetic and evolutionary computation (GECCO 2005), Seiten: 1531-1538, ACM

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Achim Rettinger
Learning from recorded games: A scoring policy for simulated soccer agents
Proceedings of the ECAI 2004, 16th European Conference on Artificial Intelligence, Workshop 8: Agents in dynamic and real-time environments, Seiten: 43-48, IOS Press

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