• ep26 - Bart De Moor: subspace identification, linear & multilinear algebra, quantum information, ML

  • Aug 21 2024
  • Durée: 1 h et 57 min
  • Podcast

ep26 - Bart De Moor: subspace identification, linear & multilinear algebra, quantum information, ML

  • Résumé

  • Outline
    00:00 - Intro
    00:49 - Early education and PhD in control
    10:35 - Non-negative linear algebra & modelling uncertainty principle
    22:50 - Influence of Willems & the Frisch scheme
    34:27 - Subspace identification & stochastic behavioural system theory
    38:39 - Stanford experience with Golub & Kailath
    53:30 - Return to Leuven: LS-SVMs, quantum information, and beyond
    1:07:48 - Multilinear algebra and tensor trains
    1:11:59 - Exact/approximate modelling and angles between systems
    1:25:34 - Back to the roots
    1:46:01 - On entrepreneurship: advice to future students
    1:56:32 - Outro

    Links
    Bart’s website: https://www.bartdemoor.be/
    Bart’s PhD Thesis: https://tinyurl.com/ryfu786h
    J. Willems: https://tinyurl.com/26zcrkc6
    From finite time series to linear system: https://tinyurl.com/4cvzpun6
    Subspace Identification For Linear Systems: https://tinyurl.com/5n8u228k
    Grassmann’s identity: https://tinyurl.com/37ey48da
    L. Ljung: https://tinyurl.com/2p9k74cm
    G. Golub: https://tinyurl.com/rteww7rb
    The restricted singular value decomposition: https://tinyurl.com/3pzhw8p4
    LS-SVMs: https://tinyurl.com/ykv7uvfv
    Four qubits can be entangled in nine different ways: https://tinyurl.com/y367kkcp
    High-order SVD: https://tinyurl.com/34u4p7h9
    Subspace angles between ARMA models: https://tinyurl.com/29cta3rm
    Exact and approximate modeling of linear systems: https://tinyurl.com/ykkbb9k4
    Back to the roots: https://tinyurl.com/ym6bvs38
    Resultant: https://tinyurl.com/32un7tbv
    Multidimensional system: https://tinyurl.com/jswpsr2s
    Macaulay resultant: https://tinyurl.com/y4skuevw
    Least squares realization of LTI models is an eigenvalue problem: https://tinyurl.com/3x9dmjnk


    Support the show

    Podcast info
    Podcast website: https://www.incontrolpodcast.com/
    Apple Podcasts: https://tinyurl.com/5n84j85j
    Spotify: https://tinyurl.com/4rwztj3c
    RSS: https://tinyurl.com/yc2fcv4y
    Youtube: https://tinyurl.com/bdbvhsj6
    Facebook: https://tinyurl.com/3z24yr43
    Twitter: https://twitter.com/IncontrolP
    Instagram: https://tinyurl.com/35cu4kr4

    Acknowledgments and sponsors
    This episode was supported by the National Centre of Competence in Research on «Dependable, ubiquitous automation» and the IFAC Activity fund. The podcast benefits from the help of an incredibly talented and passionate team. Special thanks to L. Seward, E. Cahard, F. Banis, F. Dörfler, J. Lygeros, ETH studio and mirrorlake . Music was composed by A New Element.

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