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Research


Mathias Niepert, PhD

Postdoctoral Researcher
KR & KM Research Group
Department of Computer Science
Universitaet Mannheim

mathias at informatik.uni-mannheim.de

curriculum vitae

 

Originally from Heidelberg, a town in the southwestern part of Germany, I studied Computer Science and Cognitive Science at the Clausthal University of Technology and the University of Freiburg. After spending a great year at Indiana University as an international exchange student, I decided to return to Bloomington for my Ph.D. under the supervision of Professor Dirk Van Gucht, which I finished in June 2009. Currently, I am a postdoctoral researcher at the University of Mannheim.

My research interests include machine learning, data mining, database theory, and formal ontologies. Together with Dirk Van Gucht and Marc Gyssens, I am developing a theoretical framework that unifies several important implication problems occurring in data mining, reasoning under uncertainty, database theory, and game theory. It involves methods from mathematical logic, probability theory, and lattice theory. A second research project is concerned with the design of algorithms that populate and extend a formal ontology for the discipline of Philosophy. Together with Colin Allen and Cameron Buckner, I developed InPhO, a system that combines statistical text processing, human expert feedback, and logic programming to extend and populate dynamic, formal ontologies. InPhO will be integrated in the editorial workflow of the Stanford Encyclopedia of Philosophy, providing a unique opportunity to harness the knowledge of its editors and authors for our purposes.

News

Selected Publications

  • Mathias Niepert. Logical Inference Algorithms and Matrix Representations for Probabilistic Conditional Independence. In Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence (UAI), Montreal, Canada, 2009. [paper]
  • Mathias Niepert, Cameron Buckner, and Colin Allen. Working the Crowd: Design Principles and Early Lessons from the Social-Semantic Web. In Proceedings of the Workshop on Web 3.0: Merging Semantic Web and Social Web - (SW)^2  at ACM Hypertext, Turin, Italy, 2009. [paper]
  • Mathias Niepert, Cameron Buckner, Jaimie Murdock, and Colin Allen. InPhO: A System for Collaboratively Populating and Extending a Dynamic Ontology. Bulletin of the IEEE Technical Committee on Digital Libraries, 2009. (forthcoming)
  • Cameron Buckner, Mathias Niepert, and Colin Allen. From Encyclopedia to Ontology: Toward A Dynamic Representation of the Discipline of Philosophy. In a special issue of Synthese, Springer-Verlag, 2009 (forthcoming)
  • Mathias Niepert, Dirk Van Gucht, and Marc Gyssens. Logical and Algorithmic Properties of Stable Conditional Independence. International Journal of Approximate Reasoning. (forthcoming) [preprint]
  • Mathias Niepert and Dirk Van Gucht. Logical Properties of Stable Conditional Independence. In Proceedings of the 4th European Workshop on Probabilistic Graphical Models (PGM), Hirtshals, Denmark, pages 225-232, 2008. (selected for plenary presentation) [paper] [slides]
  • Mathias Niepert, Dirk Van Gucht, and Marc Gyssens. On the Conditional Independence Implication Problem: A Lattice-Theoretic Approach. In Proceedings of the 24th Conference on Uncertainty in Artificial Intelligence (UAI), Helsinki, Finland, pages 435-443, AUAI Press, 2008. (best student paper runner-up award) [paper] [slides]
  • Mathias Niepert, Cameron Buckner, Jaimie Murdock, and Colin Allen. InPhO: A System for Collaboratively Populating and Extending a Dynamic Ontology. (demo abstract) In Proceedings of the 8th ACM/IEEE Joint Conference on Digital Libraries (JCDL), Pittsburgh, Pennsylvania, page 429, ACM Press, 2008. [abstract] [poster]
  • Colin Allen, Cameron Buckner, and Mathias Niepert. The World is Not Flat: Expertise and InPhO. Selected papers from the Ninth Annual WebWise Conference. First Monday, Volume 13, Number 8, 2008. [article]
  • Mathias Niepert, Cameron Buckner, and Colin Allen. Answer Set Programming on Expert Feedback to Populate and Extend Dynamic Ontologies. In Proceedings of the 21st International FLAIRS Conference, Coconut Grove, Florida, pages 500-505, AAAI Press, 2008. [paper] [slides]
  • Cameron Buckner, Mathias Niepert, and Colin Allen. InPhO: The Indiana Philosophy Ontology. APA Newsletter on Philosophy and Computers, Volume 7, Number 1, pages 26-28, 2007. [newsletter]
  • Mathias Niepert, Cameron Buckner, and Colin Allen. A Dynamic Ontology for a Dynamic Reference Work. In Proceedings of the 7th ACM/IEEE Joint Conference on Digital Libraries (JCDL), Vancouver, British Columbia, pages 288-297, ACM Press, 2007. [paper] [slides]

Conference Presentations & Invited Talks

  • On Implication Problems for Disjunctive Constraints. Logic Seminar, Indiana University, February 11th, 2009. [slides]
  • Logical Properties of Stable Conditional Independence. Data and Search Institute Seminar, Indiana University, November 19th, 2008. [slides]
  • Logical Properties of Stable Conditional Independence. Workshop on Probabilistic Graphical Models, Hirtshals, Denmark, September 17th, 2008. [slides]
  • On the Conditional Independence Implication Problem: A Lattice-Theoretic Approach. Conference on Uncertainty in Artificial Intelligence, Helsinki, Finland, July 12th, 2008. [slides]
  • Answer Set Programming on Expert Feedback to Populate and Extend Dynamic Ontologies. International FLAIRS Conference, Coconut Grove, FLorida, May 17th, 2008. [slides]
  • The Implication Problem for Disjunctive Rules. Research Seminar in Databases and Data Mining, Indiana University, September 24, 2007. [slides]
  • A Dynamic Ontology for a Dynamic Reference Work. North American Computers and Philosophy Conference (NA-CAP), Loyola University, Chicago, July 28, 2007. [slides]
  • A Dynamic Ontology for a Dynamic Reference Work. ACM/IEEE Joint Conference on Digital Libraries, Vancouver, British Columbia, June 22, 2007. [slides]
  • Combining Statistical Language Processing and Defeasible Reasoning for Collaborative Ontology Learning. Research Seminar in Databases and Data Mining, Indiana University, March 5, 2007. [slides]
  • Ontology Learning and Population From Text. Research Seminar in Databases and Data Mining, Indiana University, February 13, 2006. [slides]
 

Software

TCEJ -- An Experiment System for Text Classification implemented in Java

Geeky Facts

My Erdös number is at most 4:
P. Erdös <> N. Alon <> D. Suciu <> D. Van Gucht <> M. Niepert or
P. Erdös <> A.R. Blass <> J. Van den Bussche <> M. Gyssens <> M. Niepert

My academic genealogy:
Gottfried Wilhelm Leibniz - Jacob Bernoulli - Johann Bernoulli - Leonhard Euler <> Joseph Louis Lagrange - Simeon Denis Poisson - Michel Chasles - Hubert Anson Newton - Eliakim Hastings Moore - Oswald Veblen - Alonzo Church - Hartley Rogers, Jr. - Patrick Carl Fischer - Dirk Van Gucht - Mathias Niepert
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