cv

general information

full name Daniel Haider
contact daniel.haider@oeaw.ac.at
languages german, english, portuguese

education

  • 2020 - present
    PhD
    Faculty of Mathematics, University of Vienna
    • thesis
      • Frame Theory meets Neural Networks.
    • Supervisors
      • Peter Balazs, Martin Ehler
  • 2019
    MSc
    Faculty of Mathematics, University of Vienna
    • thesis
      • Aspects of Time-Frequency Scattering and Towards Phase Scattering
    • supervisor
      • Peter Balazs
  • 2016
    BSc
    Faculty of Mathematics, University of Vienna

positions

  • 2020 - present
    PhD student
    Acoustics Research Institute
    • PhD project
      • Frame-theoretic prespectives on the stability and invertibility of neural networks
  • 2018 - 2019
    Master student
    Acoustics Research Institute
    • Master thesis
      • A novel scattering transform that is based on the phase of the STFT

experience

  • 2024
    research stay
    St. Louis University (SLU)
    • Collaboration with Daniel Freeman on the injectivity and stability of non-linear measurement operators in ML
  • 2023
    research stay
    Laboratory of Digital Sciences of Nantes
    • Collaboration with Vincent Lostanlen on random FIR filterbanks and multiresolution neural networks (MuReNN)
  • 2018
    student exchange
    Universidade de Coimbra
    • ERASMUS student exchange program
  • 2017
    internship
    Acoustics Research Institute
    • Theory and implementation of the Time-Frequency Jigsaw Puzzle algorithm

grants

  • 2023
    DOC fellowship (A 26355)
    Austrian Academy of Sciences
    • PhD project - Frame Theory meets Neural Networks
  • 2024
    Marietta-Blau fellowship (MMC-2023-06983)
    OeAD
    • Funding for research visit at SLU - Non-linear frame theory in the context of ML

academic interests

  • time-frequency analysis for audio signal processing, filterbank theory
  • theory for deep learning audio applications
  • abstact finite frame theory

other interests

  • arts: music (writing, performance and production)
  • sports: water sports (surfing, kiting), rock climbing