Stephan Dahlke

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6ranked-venue papers
6as first author
1since 2021 · last 2022
0000-0003-0168-7257ORCID · corroborated

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Theory of computation · 6 · 6 first-author · 1 since 2021
YearPublicationVenuePosition
2022 Statistically Optimal Estimation of Signals in Modulation Spaces Using Gabor Frames
abstract
Time-frequency analysis deals with signals for which the underlying spectral characteristics change over time. The essential tool is the short-time Fourier transform, which localizes the Fourier transform in time by means of a window function. In a white noise model, we derive rate-optimal and adaptive estimators of signals in modulation spaces, which measure smoothness in terms of decay properties of the short-time Fourier transform. The estimators are based on series expansions by means of Gabor frames and on thresholding the coefficients. The minimax rates have interesting new features, and the derivation of the lower bounds requires the use of test functions which approximately localize both in time and in frequency. Simulations and applications to audio recordings illustrate the practical relevance of our methods. We also discuss the best$N$-term approximation and the approximation of variational problems in modulation spaces by Gabor frame expansions.
Stephan Dahlke, Sven Heuer, Hajo Holzmann, Pavel Tafo
IEEE Trans. Inf. Theory1
2020 Exponential convergence of adaptive quarklet approximation
Stephan Dahlke, Thorsten Raasch, Alexander Sieber
J. Complex.1
2010 Optimal approximation of elliptic problems by linear and nonlinear mappings IV: Errors in L2 and other norms
Stephan Dahlke, Erich Novak, Winfried Sickel
J. Complex.1
2007 Optimal approximation of elliptic problems by linear and nonlinear mappings III: Frames
Stephan Dahlke, Erich Novak, Winfried Sickel
J. Complex.1
2006 Optimal approximation of elliptic problems by linear and nonlinear mappings I
Stephan Dahlke, Erich Novak, Winfried Sickel
J. Complex.1
2006 Optimal approximation of elliptic problems by linear and nonlinear mappings II
Stephan Dahlke, Erich Novak, Winfried Sickel
J. Complex.1