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Dr. Sebastian Peter

Contact

Address

Universität Konstanz

Fachbereich Informatik und Informationswissenschaft

Box 712

78457 Konstanz, Germany

   
   
   
E-Mail sebastian.peter(at)uni-konstanz.de
Portrait

 

Curriculum Vitae

  • April 2010 - July 2014

Research assistant at the University of Konstanz, Department of Computer and Information Science

  • March 2009 – March 2010

Research assistant at Ostfalia University of Applied Siences

  • October 2007 – February 2009

student software engineer at velian GmbH

  • March 2005 – October 2009

study of business informatics at Ostfalia University of Applied Siences

 

Research Interests

  • Knowledge discovery from time series and sequential (interval) data
  • Delta analysis (Change Mining) of  business processes

 

Supervised Bachelor Students

  • Timo Schleicher: Finding pattern graphs within interval sequences by means of multiobjective
    genetic algorithms
  • Jürgen Hölsch: Sequence Mining




Publications

Höppner, Frank, Peter, Sebastian, Temporal Pattern Languages to Characterize Time Flow, WIRE's Data Mining and Knowledge Discovery, 2014; BibTeX.
Peter, Sebastian, Mustergraphen: Klassifikation von multivariaten Zeitreihen auf Basis von Intervallsequenzen, July  2014; BibTeX.
Peter, Sebastian, Höppner, Frank, Berthold, Michael R., Pattern Graphs: Combining Multivariate Time Series and Labelled Interval Sequences for Classification. In: Research and Development in Intelligent Systems XXX, Springer, 2013; BibTeX.
Höppner, Frank, Peter, Sebastian, Berthold, Michael R., Enriching Multivariate Temporal Patterns with Context Information to Support Classification, In: Christian, Moewes,, Andreas, Nürnberger,, Computational Intelligence in Intelligent Data Analysis. ( Studies in Computational Intelligence , Vol. 445 ). Springer Berlin / Heidelberg, pp. 195-206, 2012; BibTeX.
Peter, Sebastian, Höppner, Frank, Berthold, Michael R., Pattern Graphs: A Knowledge-Based Tool for Multivariate Temporal Pattern Retrieval. In: 6th IEEE International Conference on Intelligent Systems (IS'12), vol. 2, pp. 67 - 73, 2012; BibTeX.
Peter, Sebastian, Höppner, Frank, Berthold, Michael R., Learning Pattern Graphs for Multivariate Temporal Pattern Retrieval. In: Proceedings of the 11th International Symposium on Intelligent Data Analysis, pp. 264-275, 2012; BibTeX.
Peter, Sebastian, Höppner, Frank, Finding Temporal Patterns using Constraints on (Partial) Absence, Presence and Duration. In: International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, pp. 442–451, 2010; BibTeX.