Deep convolutional neural networks based on semi-discrete frames. - Thomas Wiatowski; Helmut Bölcskei (ISIT, 2015)

Heart Sound Classification Using Deep Structured Features. - Michael Tschannen; Thomas Kramer; Gian Marti; Matthias Heinzmann; Thomas Wiatowski (CinC, 2016)

Discrete Deep Feature Extraction: A Theory and New Architectures. - Thomas Wiatowski; Michael Tschannen; Aleksandar Stanic; Philipp Grohs; Helmut Bölcskei (ICML, 2016)

Deep convolutional neural networks on cartoon functions. - Philipp Grohs; Thomas Wiatowski; Helmut Bölcskei (ISIT, 2016)

Deep structured features for semantic segmentation. - Michael Tschannen; Lukas Cavigelli; Fabian Mentzer; Thomas Wiatowski; Luca Benini (EUSIPCO, 2017)

Energy decay and conservation in deep convolutional neural networks. - Philipp Grohs; Thomas Wiatowski; Helmut Bölcskei (ISIT, 2017)

Topology Reduction in Deep Convolutional Feature Extraction Networks. - Thomas Wiatowski; Philipp Grohs; Helmut Bölcskei (CoRR, 2017)

A Mathematical Theory of Deep Convolutional Neural Networks for Feature Extraction. - Thomas Wiatowski; Helmut Bölcskei (IEEE Trans. Inf. Theory, 2018)

Energy Propagation in Deep Convolutional Neural Networks. - Thomas Wiatowski; Philipp Grohs; Helmut Bölcskei (IEEE Trans. Inf. Theory, 2018)

Harmonic analysis of deep convolutional neural networks. - Thomas Wiatowski (Hartung-Gorre Verlag, 2018)