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Dr. Eric Peukert

Eric Peukert


ScaDS

About

  • Since 12/2014 Data Science Zentrum (Zentrum für skalierbare Datenanalyse und Künstliche Intelligenz ScaDS.AI Dresden/Leipzig), Management@Universität Leipzig (www.scads.de)
  • 2011 – 2014 Researcher at SAP SE
  • 2007 – 2011 Research Associate at SAP Research CEC Dresden, SAP AG

  • Graduation: Dr. rer. nat., Universität Leipzig, November 2013

  • Diploma in Computer Science and Media, Technische Universität Dresden, July 2007

Contact

  • +49 341 97 39 301
  • peukert [at] informatik.uni-leipzig.de
  • Data Science Zentrum - Center for Scalable Data Analytics and Aritficial Intelligence (ScaDS.AI Dresden Leipzig),
  • Humboldstraße 25, 3. OG
  • 04105 Leipzig

Research Interests

  • (Temporal) Graph-based Data Integration & Matching
    • FAst Multi-source Entity Resolution system (FAMER)
  • Big Data Frameworks
  • Distributed Image Processing & Matching

Supervision of Thesis/ Lab-Projects

  • Finished

    • Bachelor Thesis: Tim Matzek, Distributed Sum-Formula Lookup-Service (joint supervision with Dr. Oliver Lechtenfeld and Kai Franze from UFZ)
    • Master Thesis: Kai Franze, Chemical Rules in Massspectrometry analysis workflows (joint supervision with Dr. Oliver Lechtenfeld from UFZ)
    • Master Thesis: Georges Alkhouri, Deep Learning for Deduplication
    • Master Thesis, Marcel Jacob, Effiziente Haltung und Abfrage geotemporaler Daten im Apache Hadoop-Ökosystem (Joint supervision with Martin Grimmer from MGM technology partners)
    • Kevin Förster, Eignung von Workflow-Management-Tools für BigData- Aufgabenstellungen (co-supervised with Lars-Peter Meyer)
    • Master Thesis , Wolfgang Amman, Vergleich und Evaluation von RDF-on-Hadoop Lösungen
    • Master Thesis, Kevin Jacob, Verwaltung und Verarbeitung von Massenspektrometerdaten (joint supervision with Dr. Anika Groß from DBS-Group and Dr. Oliver Lechtenfeld, Julia Raeke from UFZ)
    • Master Thesis, Florian Pretsch, Entwicklung von Techniken zur Datenintegration und Datenqualitätsverbesserung für die Graph-Processing-Platform GRADOOP (Joint supervision with Prof. Thor from HFTL)
    • Bachelor Thesis: Katharina Thießen, Dedoop in KNIME
    • Bachelor Thesis: Christian Fuß, Graph-based Similarity Measure for Matching in Gradoop
    • Master Thesis: Christopher Rost, Image-based Deduplication
    • Bachelor Thesis: Marc Stöhr, Graph-Transformation in Gradoop
  • Lab-Projects

    • SHK, Florens Rohde, Machine Learning for FAMER
    • SHK, Volodymyr Moroz, Graph Analytics Workflows in the Gradoop Service
    • SHK, Anja Neumann, Visual Analytics of metabolic networks with the Gradoop Service
    • SHK, Simon Hüning, Command Line Interface for Dedoop (finished)
    • SHK, Falco Kirchner, Imputation with SLURM on HPC and Shared Nothing Architectures (Joint supervision with Holger Kirsten from IMISE)(finished)
  • Open Topics and Working Student Positions (see www.scads.de)

Teaching

Publications


further information
Google Scholar
publication iconSakr, E; Bonifati, A; Voigt, H; Iosup, A; et. al.; Peukert, E.; et.al.
The Future is Big Graphs! A Community View on Graph Processing Systems
In CACM to be published
2020-12-11

further information
Google Scholar
publication iconBraun, Simone; Alkhouri, Georges; Peukert, Eric
KOBRA: Praxisfähige lernbasierte Verfahren zur automatischen Konfiguration von Business-Regeln in Duplikaterkennungssystemen
GI-Jahrestagung, LNI
2020-09
PDF

Google Scholar
Saeedi, Alieh; Peukert, Eric; Rahm, Erhard
Incremental Multi-source Entity Resolution for Knowledge Graph Completion
Proc. ESWC
2020-06
PDF

Google Scholar
Kricke, M.; Peukert, E.; Rahm, E.
Graph data transformations in GRADOOP
Proc. BTW, March 2019
2019-03
PDF

Google Scholar
Rahm, E.; Nagel, W.E.; Peukert, E.; Jäkel, R.; Gärtner, F.; Stadler, P.F.; Wiegreffe, D.; Zeckzer, D.; Lehner, W.
Big Data Competence Center ScaDS Dresden/Leipzig: Overview and selected research activities
Datenbank-Spektrum 19 (1)
2019-03
PDF

Google Scholar
publication iconRostami, M.A.; Kricke, M.; Peukert, E.; Kühne, S.; Wilke, M.; Dienst, S.; Rahm, E.
BIGGR: Bringing Gradoop to Applications
Datenbank-Spektrum
2019-03
PDF

Google Scholar
publication iconJäkel, R.; Peukert, Eric; Nagel, W.E.; Rahm, Erhard
ScaDS Dresden/Leipzig – A competence center for collaborative big data research
it-Information Technology
2018-11
PDF
further information
Google Scholar
publication iconSaeedi, Alieh; Nentwig, Markus; Peukert, Eric; Rahm, Erhard
Scalable Matching and Clustering of Entities with FAMER
Complex Systems Informatics and Modeling Quarterly (CSIMQ), Issue 16, Sep./Oct. 2018, pp 61–83
2018-11
PDF

Google Scholar
Saeedi, Alieh; Peukert, Eric; Rahm, Erhard
Using Link Features for Entity Clustering in Knowledge Graphs
Proc. ESWC 2018 (Best research paper award)
2018-06
PDF

Google Scholar
Rostami, M. Ali; Saeedi, Alieh; Peukert, Eric ; Rahm, Erhard
Interactive Visualization of Large Similarity Graphs and Entity Resolution Clusters
Proc. EDBT 2018
2018-03
PDF
further information
Google Scholar
publication iconRahm, E.; Peukert, E.
Holistic Schema Matching
Encyclopedia of Big Data Technologies (accepted for publication)
2018
PDF
further information
Google Scholar
publication iconRahm, E.; Peukert, E.
Large-Scale Entity Resolution
Encyclopedia of Big Data Technologies (accepted for publication)
2018
PDF
further information
Google Scholar
publication iconRahm, E.; Peukert, E.
Large-Scale Schema Matching
Encyclopedia of Big Data Technologies (accepted for publication)
2018

further information
Google Scholar
Pascal Hirmer; Tim Waizenegger; Ghareeb Falazi; Majd Abdo; Yuliya Volga; Alexander Askinadze; Matthias Liebeck; Stefan Conrad; Tobias Hildebrandt; Conrad Indiono; Stefanie Rinderle-Ma; Martin Grimmer; Matthias Kricke; Eric Peukert
The First Data Science Challenge at BTW 2017
Datenbank-Spektrum
2017-09
PDF

Google Scholar
Saeedi, Alieh; Peukert, Eric; Rahm, Erhard
Comparative Evaluation of Distributed Clustering Schemes for Multi-source Entity Resolution
Proc. ADBIS, LNCS 10509, pp 278-293
2017-09
PDF
further information
Google Scholar
publication iconHirmer, P; Waizenegger, T; Falazi, G; Abdo, M; Volga, Y; Askinadze, A; Liebeck, M; Conrad, S; Hildebrandt, T; Indiono, C; Rinderle-Ma, S; Grimmer, M; Kricke, M; Peukert, P
The First Data Science Challenge at BTW 2017
Datenbank-Spektrum 17
2017-07-24


Google Scholar
publication iconPeukert, E; Wartner, C
LEAP Data and Knowledge Integration Infrastructure
Taking the LEAP, 1st Edition The Methods and Tools of the Linked Engineering and Manufacturing Platform (LEAP)
2016-06-17
PDF

Google Scholar
Peukert, Eric; Wartner, Christian; Rahm, Erhard
Smart Link Infrastructure for Integrating and Analyzing Process Data
Proc. of 16. GI-Fachtagung für Datenbanksysteme in Business, Technologie und Web (BTW), 2015
2015-03

further information
Google Scholar
publication iconPfeiffer, Katja.; Peukert, Eric
Integration of Text Mining Taxonomies
Knowledge Discovery, Knowledge Engineering and Knowledge Management
2015-01-01
PDF

Google Scholar
publication iconPeukert, Eric
Process-based Schema Matching: From Manual Design to Adaptive Process Construction
Universität Leipzig
2013-11-29


Google Scholar
publication iconPfeifer, Katja; Peukert, Eric
Mapping Text Mining Taxonomies
KDIR 2013
2013-09-19
PDF

Google Scholar
Peukert, E.; Eberius, J.; Rahm, E.
A Self-Configuring Schema Matching System
Proc. 28th Intl. Conference on Data Engineering (ICDE), 2012
2012-04
PDF

Google Scholar
Peukert, Eric; Eberius, Julian, Rahm, Erhard
Rule-based Construction of Matching Processes
Proc. CIKM (Poster), pp 2421-2424
2011-10
PDF

Google Scholar
Peukert, E.; Eberius, J.; Rahm, E.
AMC – A Framework for Modelling and Comparing Matching Systems as Matching Processes
Proc. Int. Conf. on Data Engineering (Demo paper), 2011
2011-04
PDF
further information
Google Scholar
publication iconPeukert, Eric; Rahm, Erhard
Restricting the Overlap of Top-N Sets in Schema Matching
Proc. EDBT workhop on New Trends in Similarity Search (NTSS 2011)
2011-03
PDF

Google Scholar
publication iconPeukert, E; Massmann, Sabine; König, Kathleen
Comparing Similarity Combination Methods for Schema Matching
GI-Workshop - Informationsintegration in Service-Architekturen
2010-09-30
PDF
further information
Google Scholar
Peukert, Eric; Berthold, Henrike; Rahm, Erhard
Rewrite Techniques for Performance Optimization of Schema Matching Processes
13th International Conference on Extending Database Technology, EDBT 2010
2010-03