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Time-Frequency Analysis, Randomness and Sampling

Time-Frequency Analysis, Randomness and Sampling

José Luis Romero (ORCID: 0000-0002-2491-8962)
  • Grant DOI 10.55776/Y1199
  • Funding program FWF START Award
  • Status ongoing
  • Start June 1, 2020
  • End May 31, 2028
  • Funding amount € 1,184,320
  • Project website

Disciplines

Mathematics (100%)

Keywords

    Irregular Sampling, Time-Frequency Analysis, Computational Harmonic Analysis, Time-Frequency Localization, Frame, Gaussian Analytic Function

Abstract

In timefrequency analysis a signal is studied simultaneously in both the time and frequency domains. For example, one-dimensional data is studied via a two-dimensional representation, called the spectrogram, that shows the evolution of the fluctuations or oscillations along space (or time). The field of time-frequency analysis is very rich, reaching into both pure and applied mathematics. Applications include audio processing, wireless communications, statistics and data analysis. The limit scale where joint time-frequency analysis is possible is given by the uncertainty principle. This project addresses a number of problems, motivated by specific applications, where the uncertainty limit is approached. Specific topics include: (a) the acquisition of signals by capturing measuring values at some locations; (b) the acquisition of signals with moving sensors; (c) the description of random processes exhibiting a repulsive behavior; (d) the numerical performance of sampling reconstruction schemes; (e) the estimation of periodicities in data that evolves with time.

Research institution(s)
  • Universität Wien - 51%
  • Österreichische Akademie der Wissenschaften - 49%
Project participants
  • Peter Balazs, Österreichische Akademie der Wissenschaften , associated research partner

Research Output

  • 190 Citations
  • 55 Publications
  • 4 Datasets & models
  • 2 Disseminations
  • 1 Scientific Awards
  • 1 Fundings
Publications
  • 2024
    Title Hypercontractivity and strips of convergence in Hardy spaces of general Dirichlet series
    DOI 10.48550/arxiv.2401.09996
    Type Preprint
    Author Carando D
    Link Publication
  • 2024
    Title Random Periodic Sampling Patterns for Shift-Invariant Spaces
    DOI 10.1109/tit.2023.3320289
    Type Journal Article
    Author Antezana J
    Journal IEEE Transactions on Information Theory
  • 2024
    Title Estimation of Binary Time-Frequency Masks from Ambient Noise
    DOI 10.1137/22m149805x
    Type Journal Article
    Author Romero J
    Journal SIAM Journal on Mathematical Analysis
    Link Publication
  • 2024
    Title Sampling in the shift-invariant space generated by the bivariate Gaussian function
    DOI 10.1016/j.jfa.2024.110600
    Type Journal Article
    Author Romero J
    Journal Journal of Functional Analysis
    Link Publication
  • 2024
    Title Normality of smooth statistics for planar determinantal point processes
    DOI 10.3150/23-bej1612
    Type Journal Article
    Author Haimi A
    Journal Bernoulli
  • 2024
    Title Eigenvalue estimates for Fourier concentration operators on two domains.
    DOI 10.1007/s00205-024-01979-9
    Type Journal Article
    Author Marceca F
    Journal Archive for rational mechanics and analysis
    Pages 35
    Link Publication
  • 2021
    Title Spectral-norm risk rates for multi-taper estimation of Gaussian processes
    DOI 10.48550/arxiv.2110.06625
    Type Preprint
    Author Romero J
  • 2021
    Title Modelling the utility of group testing for public health surveillance
    DOI 10.1016/j.idm.2021.08.002
    Type Journal Article
    Author Koliander G
    Journal Infectious Disease Modelling
    Pages 1009-1024
    Link Publication
  • 2021
    Title Efficient computation of the zeros of the Bargmann transform under additive white noise
    DOI 10.48550/arxiv.2108.12921
    Type Preprint
    Author Escudero L
  • 2021
    Title Multiple Sampling and Interpolation in Weighted Fock Spaces of Entire Functions
    DOI 10.1007/s11785-020-01065-4
    Type Journal Article
    Author Escudero L
    Journal Complex Analysis and Operator Theory
    Pages 35
    Link Publication
  • 2021
    Title Sampling the Flow of a Bandlimited Function
    DOI 10.1007/s12220-021-00617-0
    Type Journal Article
    Author Aldroubi A
    Journal The Journal of Geometric Analysis
    Pages 9241-9275
    Link Publication
  • 2021
    Title On dual molecules and convolution-dominated operators
    DOI 10.1016/j.jfa.2021.108963
    Type Journal Article
    Author Romero J
    Journal Journal of Functional Analysis
    Pages 108963
    Link Publication
  • 2021
    Title Spectral deviation of concentration operators for the short-time Fourier transform
    DOI 10.48550/arxiv.2104.06150
    Type Preprint
    Author Marceca F
  • 2021
    Title Sign Retrieval in Shift-Invariant Spaces with Totally Positive Generator
    DOI 10.1007/s00041-020-09804-z
    Type Journal Article
    Author Romero J
    Journal Journal of Fourier Analysis and Applications
    Pages 27
    Link Publication
  • 2022
    Title Lipschitz Continuity of Spectra of Pseudodifferential Operators in a Weighted Sjöstrand Class and Gabor Frame Bounds
    DOI 10.48550/arxiv.2207.08669
    Type Preprint
    Author Gröchenig K
  • 2022
    Title Efficient Computation of the Zeros of the Bargmann Transform Under Additive White Noise
    DOI 10.1007/s10208-022-09593-5
    Type Journal Article
    Author Escudero L
    Journal Foundations of Computational Mathematics
    Pages 279-312
    Link Publication
  • 2022
    Title Normality of smooth statistics for planar determinantal point processes
    DOI 10.48550/arxiv.2210.10588
    Type Preprint
    Author Haimi A
  • 2022
    Title Invertibility of Frame Operators on Besov-Type Decomposition Spaces
    DOI 10.1007/s12220-022-00887-2
    Type Journal Article
    Author Romero J
    Journal The Journal of Geometric Analysis
    Pages 149
    Link Publication
  • 2022
    Title The planar low temperature Coulomb gas: separation and equidistribution
    DOI 10.4171/rmi/1340
    Type Journal Article
    Author Ameur Y
    Journal Revista Matemática Iberoamericana
    Pages 611-648
    Link Publication
  • 2022
    Title A Differential Entropy Estimator for Training Neural Networks
    DOI 10.48550/arxiv.2202.06618
    Type Preprint
    Author Pichler G
  • 2022
    Title The density theorem for discrete series representations restricted to lattices
    DOI 10.1016/j.exmath.2021.10.001
    Type Journal Article
    Author Romero J
    Journal Expositiones Mathematicae
    Pages 265-301
    Link Publication
  • 2022
    Title A multi-scale Gaussian beam parametrix for the wave equation: The Dirichlet boundary value problem
    DOI 10.1016/j.jde.2021.11.043
    Type Journal Article
    Author Berra M
    Journal Journal of Differential Equations
    Pages 949-993
    Link Publication
  • 2021
    Title Coorbit spaces associated to integrably admissible dilation groups
    DOI 10.1007/s11854-021-0192-1
    Type Journal Article
    Author Führ H
    Journal Journal d'Analyse Mathématique
    Pages 351-395
  • 2022
    Title On the existence of optimizers for time–frequency concentration problems
    DOI 10.1007/s00526-022-02358-6
    Type Journal Article
    Author Nicola F
    Journal Calculus of Variations and Partial Differential Equations
    Pages 21
    Link Publication
  • 2022
    Title Comment on "Affine density, von Neumann dimension and a problem of Perelomov"
    DOI 10.48550/arxiv.2211.04879
    Type Preprint
    Author Romero J
  • 2020
    Title Multitaper Estimation on Arbitrary Domains
    DOI 10.1137/19m1278338
    Type Journal Article
    Author Ande´N J
    Journal SIAM Journal on Imaging Sciences
    Pages 1565-1594
    Link Publication
  • 2020
    Title Multiple sampling and interpolation in weighted Fock spaces of entire functions
    DOI 10.48550/arxiv.2004.12922
    Type Preprint
    Author Escudero L
  • 2020
    Title Sampling the flow of a bandlimited function
    DOI 10.48550/arxiv.2004.14032
    Type Preprint
    Author Aldroubi A
  • 2020
    Title Zeros of Gaussian Weyl-Heisenberg functions and hyperuniformity of charge
    DOI 10.48550/arxiv.2012.12298
    Type Preprint
    Author Haimi A
  • 2020
    Title The density theorem for discrete series representations restricted to lattices
    DOI 10.48550/arxiv.2003.08347
    Type Preprint
    Author Romero J
  • 2020
    Title Sign retrieval in shift-invariant spaces with totally positive generator
    DOI 10.48550/arxiv.2005.08678
    Type Preprint
    Author Romero J
  • 2023
    Title Grid-Based Decimation for Wavelet Transforms with Stably Invertible Implementation
    DOI 10.48550/arxiv.2301.01640
    Type Other
    Author Holighaus N
    Link Publication
  • 2023
    Title Sampling in the shift-invariant space generated by the bivariate Gaussian function
    DOI 10.48550/arxiv.2306.13619
    Type Other
    Author Romero J
    Link Publication
  • 2022
    Title Decoupling inequalities with exponential constants
    DOI 10.1007/s00208-022-02418-4
    Type Journal Article
    Author Carando D
    Journal Mathematische Annalen
  • 2022
    Title Norm-controlled inversion in l^1: a support-dependent theorem and applications
    DOI 10.25365/thesis.73276
    Type Other
    Author Egger S
    Link Publication
  • 2022
    Title Gaussian beta ensembles: the perfect freezing transition and its characterization in terms of Beurling-Landau densities
    DOI 10.48550/arxiv.2205.15054
    Type Preprint
    Author Ameur Y
    Link Publication
  • 2022
    Title Improved discrepancy for the planar Coulomb gas at low temperatures
    DOI 10.48550/arxiv.2212.14821
    Type Preprint
    Author Marceca F
  • 2021
    Title On the existence of optimizers for time-frequency concentration problems
    DOI 10.48550/arxiv.2112.09675
    Type Preprint
    Author Nicola F
    Link Publication
  • 2023
    Title Rotated time-frequency lattices are sets of stable sampling for continuous wavelet systems
    DOI 10.1109/sampta59647.2023.10301410
    Type Conference Proceeding Abstract
    Author Holighaus N
    Pages 1-5
  • 2023
    Title Grid-Based Decimation for Wavelet Transforms With Stably Invertible Implementation
    DOI 10.1109/taslp.2023.3235197
    Type Journal Article
    Author Holighaus N
    Journal IEEE/ACM Transactions on Audio, Speech, and Language Processing
  • 2023
    Title Spectral deviation of concentration operators for the short-time Fourier transform
    DOI 10.4064/sm220214-17-10
    Type Journal Article
    Author Marceca F
    Journal Studia Mathematica
  • 2023
    Title Lipschitz continuity of spectra of pseudodifferential operators in a weighted Sjöstrand class and Gabor frame bounds
    DOI 10.4171/jst/465
    Type Journal Article
    Author Gröchenig K
    Journal Journal of Spectral Theory
  • 2023
    Title Eigenvalue estimates for Fourier concentration operators on two domains
    DOI 10.48550/arxiv.2301.11685
    Type Preprint
    Author Marceca F
    Link Publication
  • 2023
    Title Rotated time-frequency lattices are sets of stable sampling for continuous wavelet systems
    DOI 10.48550/arxiv.2307.13481
    Type Preprint
    Author Holighaus N
    Link Publication
  • 2023
    Title Random periodic sampling patterns for shift-invariant spaces
    DOI 10.48550/arxiv.2305.15261
    Type Other
    Author Antezana J
    Link Publication
  • 2022
    Title Estimation of binary time-frequency masks from ambient noise
    DOI 10.48550/arxiv.2205.10205
    Type Preprint
    Author Romero J
  • 2022
    Title Spectral-norm risk rates for multi-taper estimation of Gaussian processes
    DOI 10.1080/10485252.2022.2071888
    Type Journal Article
    Author Romero J
    Journal Journal of Nonparametric Statistics
    Pages 448-464
    Link Publication
  • 2022
    Title Zeros of Gaussian Weyl–Heisenberg Functions and Hyperuniformity of Charge
    DOI 10.1007/s10955-022-02917-3
    Type Journal Article
    Author Haimi A
    Journal Journal of Statistical Physics
    Pages 22
    Link Publication
  • 2022
    Title Fusion of Probability Density Functions
    DOI 10.1109/jproc.2022.3154399
    Type Journal Article
    Author Koliander G
    Journal Proceedings of the IEEE
    Pages 404-453
    Link Publication
  • 2022
    Title Sampling Trajectories for the Short-Time Fourier Transform
    DOI 10.1007/s00041-022-09977-9
    Type Journal Article
    Author Speckbacher M
    Journal Journal of Fourier Analysis and Applications
    Pages 82
    Link Publication
  • 2021
    Title The Nyquist sampling rate for spiraling curves
    DOI 10.1016/j.acha.2020.01.005
    Type Journal Article
    Author Jaming P
    Journal Applied and Computational Harmonic Analysis
    Pages 198-230
    Link Publication
  • 2020
    Title Decoupling inequalities with exponential constants
    DOI 10.48550/arxiv.2012.15293
    Type Preprint
    Author Carando D
    Link Publication
  • 2020
    Title On dual molecules and convolution-dominated operators
    DOI 10.48550/arxiv.2001.09609
    Type Preprint
    Author Romero J
  • 2020
    Title Balian–Low Type Theorems on Homogeneous Groups
    DOI 10.1007/s10476-020-0051-9
    Type Journal Article
    Author Gröchenig K
    Journal Analysis Mathematica
    Pages 483-515
  • 2020
    Title The planar low temperature Coulomb gas: separation and equidistribution
    DOI 10.48550/arxiv.2010.10179
    Type Preprint
    Author Ameur Y
Datasets & models
  • 2022 Link
    Title Efficient computation of the zeros of the Bargmann transform under additive white noise.
    Type Computer model/algorithm
    Public Access
    Link Link
  • 2021 Link
    Title Cryo-EM datasets for evaluating spectral density estimation
    DOI 10.5281/zenodo.4742575
    Type Database/Collection of data
    Public Access
    Link Link
  • 2021 Link
    Title Cryo-EM datasets for evaluating spectral density estimation
    DOI 10.5281/zenodo.4742574
    Type Database/Collection of data
    Public Access
    Link Link
  • 2024 Link
    Title Symbolic calculations in "Hyperuniformity and non-hyperuniformity of zeros of Gaussian Weyl-Heisenberg Functions"
    DOI 10.5281/zenodo.12582083
    Type Computer model/algorithm
    Public Access
    Link Link
Disseminations
  • 2017 Link
    Title Day against noise
    Type Participation in an open day or visit at my research institution
    Link Link
  • 2019 Link
    Title Scientific Dialog (Wissenschaftsdialog im Bundeskanzleramt)
    Type A formal working group, expert panel or dialogue
    Link Link
Scientific Awards
  • 2020
    Title Membership in the Young Academy of the Austrian Academy of Sciences
    Type Awarded honorary membership, or a fellowship, of a learned society
    Level of Recognition National (any country)
Fundings
  • 2022
    Title Marie Curie fellowship (Diana Carbajal, fellow)
    Type Fellowship
    DOI 10.3030/101064206
    Start of Funding 2022
    Funder Marie Sklodowska-Curie Actions

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