Projects per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
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Collaborative research: Acceleration and preconditioning methods for deep learning
Saad, Y. (PI)
THE NATIONAL SCIENCE FOUNDATION
9/1/25 → 8/31/28
Project: Research project
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Collaborative Research: Robust acceleration and preconditioning methods for data-related applications: Theory and practice
Saad, Y. (PI)
THE NATIONAL SCIENCE FOUNDATION
9/1/22 → 8/31/25
Project: Research project
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Multilevel graph-based methods for efficient data exploration
Saad, Y. (PI)
THE NATIONAL SCIENCE FOUNDATION
8/1/20 → 12/31/23
Project: Research project
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Advances in robust multilevel preconditioning methods for sparse linear systems
Saad, Y. (PI)
THE NATIONAL SCIENCE FOUNDATION
8/1/19 → 7/31/23
Project: Research project
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AF: Small: Collaborative Research: Effective Numerical Algorithms and Software for Nonlinear Eigenvalue Problems
Saad, Y. (PI)
THE NATIONAL SCIENCE FOUNDATION
10/1/18 → 9/30/21
Project: Research project
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Acceleration methods for fixed-point iterations
Saad, Y., Jul 1 2025, In: Acta Numerica. 34, p. 805-890 86 p.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Deep learning, transformers and graph neural networks: a linear algebra perspective
Baggag, A. & Saad, Y., Dec 2025, In: Numerical Algorithms. 100, 4, p. 2095-2134 40 p.Research output: Contribution to journal › Article › peer-review
Open Access -
ANDERSON ACCELERATION WITH TRUNCATED GRAM-SCHMIDT
Tang, Z., Xu, T., He, H., Saad, Y. & Xi, Y., 2024, In: SIAM Journal on Matrix Analysis and Applications. 45, 4, p. 1850-1872 23 p.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
A PARALLEL ALGORITHM FOR COMPUTING PARTIAL SPECTRAL FACTORIZATIONS OF MATRIX PENCILS VIA CHEBYSHEV APPROXIMATION
Xu, T., Austin, A., Kalantzis, V. & Saad, Y., Apr 2024, In: SIAM Journal on Scientific Computing. 46, 2, p. S324-S351Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
A rational-Chebyshev projection method for nonlinear eigenvalue problems
Tang, Z. & Saad, Y., Dec 2024, In: Numerical Linear Algebra with Applications. 31, 6, e2563.Research output: Contribution to journal › Article › peer-review
1 Scopus citations