World's Best Scientists 2026 revealed!

D-Index & Metrics

Mathematics

D-Index
57
Citations
17180
World Ranking
676
National Ranking
34

Computer Science

D-Index
57
Citations
22734
World Ranking
3738
National Ranking
167

Gitta Kutyniok publication distribution in Mathematics in 2026

The chart shows the distribution of publications by all Research.com ranked scientists in the field of Mathematics in 2026. The highlighted bar marks where Gitta Kutyniok sits on this spectrum.

42–46 publications: 3 scientists 47–51 publications: 5 scientists 52–56 publications: 7 scientists 57–61 publications: 20 scientists 62–66 publications: 14 scientists 67–71 publications: 25 scientists 72–76 publications: 19 scientists 77–81 publications: 35 scientists 82–86 publications: 50 scientists 87–91 publications: 60 scientists 92–96 publications: 86 scientists 97–101 publications: 84 scientists 102–106 publications: 83 scientists 107–111 publications: 90 scientists 112–116 publications: 99 scientists 117–121 publications: 90 scientists 122–126 publications: 91 scientists 127–131 publications: 109 scientists 132–136 publications: 110 scientists 137–141 publications: 98 scientists 142–146 publications: 112 scientists 147–151 publications: 102 scientists 152–156 publications: 88 scientists 157–161 publications: 106 scientists 162–166 publications: 83 scientists 167–171 publications: 102 scientists 172–176 publications: 77 scientists 177–181 publications: 81 scientists 182–186 publications: 78 scientists 187–191 publications: 71 scientists 192–196 publications: 92 scientists 197–201 publications: 64 scientists 202–206 publications: 69 scientists 207–211 publications: 64 scientists 212–216 publications: 62 scientists 217–221 publications: 58 scientists 222–226 publications: 53 scientists 227–231 publications: 50 scientists 232–236 publications: 46 scientists 237–241 publications: 46 scientists 242–246 publications: 46 scientists 247–251 publications: 43 scientists 252–256 publications: 29 scientists 257–261 publications: 45 scientists 262–266 publications: 30 scientists 267–271 publications: 33 scientists 272–276 publications: 34 scientists 277–281 publications: 30 scientists 282–286 publications: 31 scientists 287–291 publications: 21 scientists 292–296 publications: 34 scientists 297–301 publications: 26 scientists 302–306 publications: 10 scientists 307–311 publications: 17 scientists 312–316 publications: 23 scientists 317–321 publications: 13 scientists 322–326 publications: 16 scientists 327–331 publications: 26 scientists 332–336 publications: 13 scientists 337–341 publications: 13 scientists 342–346 publications: 16 scientists 347–351 publications: 17 scientists 352–356 publications: 12 scientists 357–361 publications: 18 scientists 362–366 publications: 18 scientists 367–371 publications: 9 scientists 372–376 publications: 11 scientists 377–381 publications: 8 scientists 382–386 publications: 8 scientists 387–391 publications: 9 scientists 392–396 publications: 9 scientists 397–401 publications: 8 scientists 402–406 publications: 11 scientists 407–411 publications: 6 scientists 412–416 publications: 6 scientists 417–421 publications: 9 scientists 422–426 publications: 8 scientists 427–431 publications: 5 scientists 432–436 publications: 8 scientists 437–441 publications: 8 scientists 442–446 publications: 4 scientists 447–451 publications: 4 scientists 452–456 publications: 4 scientists 457–461 publications: 2 scientists 462–466 publications: 2 scientists 467–471 publications: 4 scientists 472–476 publications: 3 scientists 477–481 publications: 3 scientists 482–486 publications: 6 scientists 487–491 publications: 3 scientists 492–496 publications: 5 scientists 497–501 publications: 5 scientists 502–506 publications: 1 scientists 507–511 publications: 6 scientists 512–516 publications: 4 scientists 517–521 publications: 1 scientists 522–526 publications: 3 scientists 527–531 publications: 1 scientists 532–536 publications: 4 scientists 537+ publications: 100 scientists
42 publications 537+

This scientist: 220 publications — 69th percentile

69% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 537 publications or more.

Gitta Kutyniok D-index placement in Mathematics in 2026

The chart shows the D-index (discipline H-index) distribution of Mathematics scientists ranked by Research.com in 2026. The highlighted bar marks where Gitta Kutyniok sits on this spectrum.

30 D-Index: 174 scientists 31 D-Index: 151 scientists 32 D-Index: 174 scientists 33 D-Index: 117 scientists 34 D-Index: 136 scientists 35 D-Index: 127 scientists 36 D-Index: 145 scientists 37 D-Index: 153 scientists 38 D-Index: 150 scientists 39 D-Index: 150 scientists 40 D-Index: 138 scientists 41 D-Index: 136 scientists 42 D-Index: 93 scientists 43 D-Index: 108 scientists 44 D-Index: 115 scientists 45 D-Index: 112 scientists 46 D-Index: 103 scientists 47 D-Index: 75 scientists 48 D-Index: 59 scientists 49 D-Index: 67 scientists 50 D-Index: 60 scientists 51 D-Index: 57 scientists 52 D-Index: 59 scientists 53 D-Index: 62 scientists 54 D-Index: 60 scientists 55 D-Index: 50 scientists 56 D-Index: 42 scientists 57 D-Index: 54 scientists 58 D-Index: 50 scientists 59 D-Index: 42 scientists 60 D-Index: 41 scientists 61 D-Index: 35 scientists 62 D-Index: 40 scientists 63 D-Index: 21 scientists 64 D-Index: 31 scientists 65 D-Index: 27 scientists 66 D-Index: 29 scientists 67 D-Index: 19 scientists 68 D-Index: 25 scientists 69 D-Index: 17 scientists 70 D-Index: 18 scientists 71 D-Index: 12 scientists 72 D-Index: 14 scientists 73 D-Index: 13 scientists 74 D-Index: 18 scientists 75 D-Index: 9 scientists 76 D-Index: 11 scientists 77 D-Index: 10 scientists 78 D-Index: 9 scientists 79 D-Index: 16 scientists 80 D-Index: 12 scientists 81 D-Index: 10 scientists 82 D-Index: 5 scientists 83 D-Index: 5 scientists 84 D-Index: 13 scientists 85 D-Index: 6 scientists 86+ D-Index: 99 scientists
30 D-Index 86+

This scientist: 57 D-Index — 82nd percentile

82% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 86 D-Index or more.

Research.com Recognitions

  • 2019 - SIAM Fellow For contributions to applied harmonic analysis, compressed sensing, and imaging sciences.

Overview

Gitta Kutyniok is affiliated with Ludwig-Maximilians-Universität München in Germany. Their primary research encompasses extensive contributions to computer science and engineering, with a focus on artificial intelligence and related subfields.

The scientist's main fields of study are:

  • Computer Science
  • Engineering

Within these fields, their research covers several subfields such as:

  • Artificial Intelligence
  • Computer Vision and Pattern Recognition
  • Statistical and Nonlinear Physics
  • Electrical and Electronic Engineering
  • Computational Theory and Mathematics

The main topics of their work include:

  • Neural Networks and Applications
  • Model Reduction and Neural Networks
  • Advanced Graph Neural Networks
  • Sparse and Compressive Sensing Techniques
  • Indoor and Outdoor Localization Technologies
  • Explainable Artificial Intelligence (XAI)
  • Adversarial Robustness in Machine Learning

Prominent papers authored or coauthored by Gitta Kutyniok are:

  • "ChatGPT for good? On opportunities and challenges of large language models for education," 2023, Learning and Individual Differences
  • "Approximation Spaces of Deep Neural Networks," 2021, Constructive Approximation
  • "ℓ1-Analysis minimization and generalized (co-)sparsity: When does recovery succeed?" 2020, Applied and Computational Harmonic Analysis
  • "A Theoretical Analysis of Deep Neural Networks and Parametric PDEs," 2021, Constructive Approximation
  • "Real-Time Outdoor Localization Using Radio Maps: A Deep Learning Approach," 2023, IEEE Transactions on Wireless Communications

Frequent collaborators in their research include:

  • Ron Levie
  • Holger Boche
  • Philipp Petersen
  • Çağkan Yapar
  • Giuseppe Caire

Their work has been published extensively in the following venues:

  • arXiv (Cornell University)
  • Applied and Computational Harmonic Analysis
  • Oberwolfach Reports
  • Constructive Approximation
  • IEEE Transactions on Wireless Communications

In recognition of their contributions, Gitta Kutyniok was named a SIAM Fellow in 2019 for work in applied harmonic analysis, compressed sensing, and imaging sciences.

Best Publications

  • ChatGPT for good? On opportunities and challenges of large language models for education

    Unknown

  • Compressed sensing : theory and applications

    Yonina C. Eldar;Gitta Kutyniok

  • Compressed Sensing: List of contributors

    Yonina C. Eldar;Gitta Kutyniok

  • Introduction to compressed sensing

    Mark A. Davenport;Marco F. Duarte;Yonina C. Eldar;Gitta Kutyniok

  • Sparse multidimensional representation using shearlets

    Demetrio Labate;Wang-Q. Lim;Gitta Kutyniok;Guido Weiss

  • Finite Frames: Theory and Applications

    Peter G. Casazza;Gitta Kutyniok

  • Fusion frames and distributed processing

    Peter G. Casazza;Gitta Kutyniok;Shidong Li

  • Frames of subspaces

    Peter G. Casazza;Gitta Kutyniok

  • Shearlets: Multiscale Analysis for Multivariate Data

    Gitta Kutyniok;Demetrio Labate

  • Resolution of the wavefront set using continuous shearlets

    Gitta Kutyniok;Demetrio Labate

  • Full length article: Compactly supported shearlets are optimally sparse

    Gitta Kutyniok;Wang-Q Lim

  • A Haar Wavelet-Based Perceptual Similarity Index for Image Quality Assessment

    Rafael Reisenhofer;Sebastian Bosse;Gitta Kutyniok;Thomas Wiegand

  • Optimal Approximation with Sparsely Connected Deep Neural Networks

    Helmut Bölcskei;Philipp Grohs;Gitta Kutyniok;Philipp Petersen

  • Construction of Compactly Supported Shearlet Frames

    Pisamai Kittipoom;Gitta Kutyniok;Wang-Q Lim

  • A Theoretical Analysis of Deep Neural Networks and Parametric PDEs

    Gitta Kutyniok;Gitta Kutyniok;Philipp Petersen;Mones Raslan;Reinhold Schneider

  • ShearLab 3D: Faithful Digital Shearlet Transforms Based on Compactly Supported Shearlets

    Gitta Kutyniok;Wang-Q Lim;Rafael Reisenhofer

  • Shearlet coorbit spaces and associated Banach frames

    Stephan Dahlke;Gitta Kutyniok;Gabriele Steidl;Gerd Teschke

  • Error bounds for approximations with deep ReLU neural networks in Ws,p norms

    Ingo Gühring;Gitta Kutyniok;Gitta Kutyniok;Philipp Petersen

  • THE UNCERTAINTY PRINCIPLE ASSOCIATED WITH THE CONTINUOUS SHEARLET TRANSFORM

    Stephan Dahlke;Gitta Kutyniok;Peter Maass;Chen Sagiv

  • RadioUNet: Fast Radio Map Estimation With Convolutional Neural Networks

    Ron Levie;Cagkan Yapar;Gitta Kutyniok;Giuseppe Caire

  • FRAMES OF SUBSPACES. WAVELETS, FRAMES AND OPERATOR THEORY

    P G Cazassa;G Kutyniok

  • Compactly Supported Shearlets are Optimally Sparse

    G. Kutyniok;W. Lim

Frequent Co-Authors

Peter G. Casazza
Peter G. Casazza University of Missouri
Philipp Grohs
Philipp Grohs University of Vienna
Stephan Dahlke
Stephan Dahlke Philipp University of Marburg
Demetrio Labate
Demetrio Labate University of Houston
Ingrid Daubechies
Ingrid Daubechies Duke University
Holger Rauhut
Holger Rauhut RWTH Aachen University
Thomas Strohmer
Thomas Strohmer University of California, Davis
Yonina C. Eldar
Yonina C. Eldar Weizmann Institute of Science
Michael Elad
Michael Elad Technion – Israel Institute of Technology
Giuseppe Caire
Giuseppe Caire Technical University of Berlin

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