Concepedia

Carlos Fernandez‐Granda

CF

Statistics

Publications

29

Citations

5.9K

H-Index

20

Active since

2012

Affiliations

Courant Institute of Mathematical Sciences(Current)

New York University

University of Applied Sciences and Arts of Southern Switzerland

Stanford University

Shandong University of Political Science and Law

Carlos Fernandez‐Granda is an author at Courant Institute of Mathematical Sciences specializing in engineering, deep learning, and machine learning.

Top concepts

EngineeringDeep LearningMachine LearningData ScienceImage AnalysisComputational ImagingComputer ScienceInverse ProblemsMedical Image ComputingComputer Vision

Publications per year

2012–2025

29

Publications

29

Dictionary learning for integrative, multimodal and scalable single-cell analysis

Yuhan Hao, Tim Stuart, Madeline H. Kowalski et al. · Nature Biotechnology · 2023 · 3.9K citations · Full text

Engineering, Machine Learning, Deep Learning +11

Super-Resolution from Noisy Data

Emmanuel J. Candès, Carlos Fernandez‐Granda · Journal of Fourier Analysis and Applications · 2013 · 417 citations

Super-resolution Imaging, Image Analysis, Engineering +9

Dictionary learning for integrative, multimodal, and scalable single-cell analysis

Yuhan Hao, Tim Stuart, Madeline H. Kowalski et al. · 2022 · 280 citations · Full text

Abstract Mapping Single-cell, Machine Learning, Engineering +27

Early-Learning Regularization Prevents Memorization of Noisy Labels

Sheng Liu, Jonathan Niles‐Weed, Narges Razavian et al. · arXiv (Cornell University) · 2020 · 261 citations · Full text

Natural Language Processing, Few-shot Learning, Novel Framework +14

Generalizable deep learning model for early Alzheimer’s disease detection from structural MRIs

Sheng Liu, Arjun V. Masurkar, Henry Rusinek et al. · Scientific Reports · 2022 · 159 citations · Full text

1–5 of 29