J
Jens H. Schmid
Researcher at National Research Council
Publications - 101
Citations - 5839
Jens H. Schmid is an academic researcher from National Research Council. The author has contributed to research in topics: Photonics & Metamaterial. The author has an hindex of 24, co-authored 69 publications receiving 4796 citations. Previous affiliations of Jens H. Schmid include University of British Columbia.
Papers
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Nonlinear Dimensionality Reduction for Low Data Regimes in Photonics Design
Yuri Grinberg,Muhammad Al-Digeil,Mohsen Kamandar Dezfouli,Daniele Melati,Jens H. Schmid,Pavel Cheben,Siegfried Janz,Da Xu +7 more
TL;DR: It is discussed how an appropriate architecture for an autoencoder neural network along with a numerically robust initialization, show improved performance compared to linear methods even in low data regimes, which are typical for photonic design problems.