Profile of Alex Sarishvili

Fields of Activity / Competences

  • Machine Learning, Deep Learning
  • Bayessche and Chow-Liu Algorithm
  • Neural networks
  • Statistical learning theory

 

Publications

Major Publications

  • A. Sarishvili, M. Jirstrand, B. Adrian, A. Wirsen:
    Sparse inversion of stacked autoencoder classification machines
    Proceedings of Seventh International Congress on Information and Communication Technology, ICICT 2022, London, Volume 2
  • Sarishvili, A.; Just, D.; Moser, K.; Wirsen, A.; Diemert, J.; Jirstrand, M.:
    Plastic Extrusion Process Optimization by Digital Twins
    Chemie Ingenieur Technik by Wiley _VCH. 93, No. 12 (2021)
  • Gramsch, S.; Sarishvili, A.; Schmeißer, A.:
    Analysis of the Fiber Laydown Quality in Spunbond Processes with Simulation Experiments Evaluated by Blocked Neural Networks
    In: Advances in Polymer Technology Vol 3 (2020).
  • Sarishvili, A.; Winter, J.; Luhmann, H. J.; Mildenberger, E.:
    Probabilistic graphical model identifies clusters of EEG patterns in recordings from neonates.
    In: Clinical Neurophysiology 130, Pages 1342-1350 (2019).
  • Sarishvili, A.; Wirsen, A.; Jirstrand, M.:
    On Chow-Liu forest based regularization of deep belief networks.
    28th International Conference on Artificial Neural Networks and Machine Learning ICANN 2019: Workshop and Special Sessions.
    In: Lecture Notes in Computer Science (LNCS, volume 11731) Pages 353-364 (2019).