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Carlos Fernandez-Granda

Assistant Professor of Data Science

20092019
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Fingerprint Weighted list of dominant concepts in the researcher's publications (titles and abstracts).

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Super-resolution Mathematics
Point Source Mathematics
Convex optimization Engineering & Materials Science
Convex Programming Mathematics
Sampling Theorem Mathematics
Spike Mathematics
Recovery Engineering & Materials Science
Deconvolution Mathematics

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Research Output 2009 2019

  • 7 Conference contribution
  • 6 Article

A Learning-based Framework for Line-spectra Super-resolution

Izacard, G., Bernstein, B. & Fernandez-Granda, C., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3632-3636 5 p. 8682882. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Impulse noise
Neural networks
Experiments

Deconvolution of Point Sources: A Sampling Theorem and Robustness Guarantees

Bernstein, B. & Fernandez-Granda, C., Jan 1 2018, (Accepted/In press) In : Communications on Pure and Applied Mathematics.

Research output: Contribution to journalArticle

Sampling Theorem
Geophysics
Additive noise
Convex optimization
Deconvolution

Demixing sines and spikes: Robust spectral super-resolution in the presence of outliers

Fernandez-Granda, C., Tang, G., Wang, X. & Zheng, L., Jan 1 2018, In : Information and Inference. 7, 1, p. 105-168 64 p.

Research output: Contribution to journalArticle

Open Access
Super-resolution
Spike
Outlier
Line
Convex Program

Multicompartment magnetic resonance fingerprinting

Tang, S., Fernandez-Granda, C., Lannuzel, S., Bernstein, B., Lattanzi, R., Cloos, M., Knoll, F. & Asslander, J., Jul 24 2018, In : Inverse Problems. 34, 9, 094005.

Research output: Contribution to journalArticle

Fingerprinting
Magnetic Resonance
Magnetic resonance
Voxel
Tissue

A sampling theorem for deconvolution of point sources

Bernstein, B. & Fernandez-Granda, C., Sep 1 2017, 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017. Institute of Electrical and Electronics Engineers Inc., p. 60-63 4 p. 8024426

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sampling Theorem
Deconvolution
Point Source
Convolution
Sampling