Wolfgang Roth

Dipl.-Ing., BSc

20162019

Research output per year

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Research Output

  • 4 Conference contribution
  • 2 Article
  • 1 Working paper

Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning

Aichernig, B. K., Bloem, R., Ebrahimi, M., Horn, M., Pernkopf, F., Roth, W., Rupp, A., Tappler, M. & Tranninger, M., 2019, Testing Software and Systems: 31st IFIP WG 6.1 International Conference, ICTSS 2019, Paris, France, October 15–17, 2019, Proceedings. Gaston, C., Kosmatov, N. & Le Gall, P. (eds.). Cham: Springer International Publishing AG , p. 3-21 19 p. (Lecture Notes in Computer Science; vol. 11812).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

  • Resource-Efficient Neural Networks for Embedded Systems

    Roth, W., Schindler, G., Zöhrer, M., Pfeifenberger, L., Peharz, R., Tschiatschek, S., Fröning, H., Pernkopf, F. & Ghahramani, Z., 2019, (Submitted) 37 p.

    Research output: Working paperResearch

  • Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions

    Roth, W., Schindler, G., Fröning, H. & Pernkopf, F., 2019, European Conference on Machine Learning (ECML).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

    Bayesian Neural Networks with Weight Sharing Using Dirichlet Processes

    Roth, W. & Pernkopf, F., 6 Dec 2018, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 2020, p. 246-252 42(1).

    Research output: Contribution to journalArticleResearchpeer-review

  • Hybrid generative-discriminative training of Gaussian mixture models

    Roth, W., Peharz, R., Tschiatschek, S. & Pernkopf, F., 1 Sep 2018, In : Pattern recognition letters. 112, p. 131-137 7 p.

    Research output: Contribution to journalArticleResearchpeer-review

  • Prizes

    Best Paper Award: The 31st IFIP International Conference on Testing Software and Systems

    Bernhard Aichernig (Recipient), Roderick Bloem (Recipient), Masoud Ebrahimi (Recipient), Martin Horn (Recipient), Franz Pernkopf (Recipient), Wolfgang Roth (Recipient), Astrid Rupp (Recipient), Martin Tappler (Recipient) & Markus Tranninger (Recipient), Oct 2019

    Prize: Prizes / Medals / Awards