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Sustainable Data Analytics

Call for Paper

 Data Science and Data Analytics (DA) has become a core technology and key driver for innovation and development in science, society, and industry. However, current tools for DA often lack appropriate means to support the sustainability of the created data analysis methods and results. A *sustainable data analysis* should not be a one-shot project; instead, its results should be verifiable and repeatable, the method should be reusable by other users, and the analysis should be easily adaptable to (slight) changes in input data or analysis goals. None of these goals is easy to achieve; they require, for instance, portability of DA programs and workflows across computational infrastructures, mature tools for the development, debugging, and monitoring of complex DA methods, powerful methods for provenance management, analysis, and verification, and proper languages for formulating the analysis.

Topics

The aim of this workshop is to bring together researchers and practitioners from industry and academia to present new ideas and technologies for implementing sustainable data analytics. Topics include but are not limited to

  • Languages for sustainable data analytics
  • Provenance management and analysis
  • Reproducibility, repeatability, reusability, and replicability of data analysis
  • Cross-platform portability of data analysis pipelines
  • Sustainable data analytics infrastructures
  • Research data management, integrated data and results management
  • User interfaces for enhanced data analytics reuse
  • Code and data repositories emphasizing sustainability aspects
  • Adaptable data analytics methods
  • Sustainability-enhancing methods in text analytics, graph analytics, or image analytics
  • Methods for verification of data analytics results
  • Development-support tools and processes

Contributions

We call for contributions in English either as short paper (up to 10 pages, LNI Format, suitable, for instance, for vision papers or war stories) or as long paper (up to 20 pages LNI format, suitable for novel technical contributions, surveys or comprehensive experience reports). Also long submission tagged may be accepted as short paper. All submissions will be peer-reviewed by at least two PC members and can be submitted via Easy Chair (https://easychair.org/conferences/?conf=sdainformatik2021). The accepted papers will be published in the GI-Edition: Lecture Notes in Informatics (LNI) (https://dl.gi.de/handle/20.500.12116/21 and https://gi.de/service/publikationen/lni).

Important dates

30.04.2021          Submission deadline for papers

07.06.2021          Notification of accepted papers

25.06.2021          Deadline for camera ready paper submission

Organization and Schedule

This 1-day workshop is organized by the Collaborative Research Center 1404 FONDA. The workshop will be chaired by

  • Prof. Dr. Timo Kehrer, Humboldt-Universität zu Berlin,
  • Prof. Dr. Ulf Leser, Humboldt-Universität zu Berlin and,
  • Dr. Marcus Hilbrich, Humboldt-Universität zu Berlin.

PC members

  • Ziawasch Abedjan, Universität Hannover
  • Klemens Böhm, Karlsruhe Institute of Technology
  • Claudia Draxl, Humboldt-Universität zu Berlin
  • Michael Gertz, Universität Heidelberg
  • Michael Goedicke, Universität Essen
  • Wilhelm Hasselbring, Universität Kiel
  • Gerti Kappel, Technische Universität Wien
  • Marcus Paradies, German Aerospace Center (DLR) in Jena
  • Gunter Saake, Universität Magdeburg
  • Sheeba Samuel, Universität Jena
  • Andreas Thor, Leipzig University of Applied Sciences
  • Matthias Weidlich, Humboldt-Universität zu Berlin
  • Markus Scheidgen, Humboldt-Universität zu Berlin