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Dive into the research topics where Amit Singer is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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NSF-BSF: Theory, algorithms, and applications of estimation over groups
Singer, A. (PI)
NSF - National Science Foundation
7/15/25 → 6/30/28
Project: Research project
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Modern theory and applications of manifold learning
Singer, A. (PI)
Air Force Office of Scientific Research
5/15/23 → 5/14/26
Project: Research project
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Algebraic and geometric methods for clustering and classification
Singer, A. (PI)
Air Force Office of Scientific Research
9/1/20 → 8/31/24
Project: Research project
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NSF-BSF: Modern Techniques for Signal Reconstruction from Moments
Singer, A. (PI)
NSF - National Science Foundation
7/15/20 → 6/30/25
Project: Research project
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Reconstruction of heterogeneous and small macromolecules by cyro-EM
Singer, A. (PI)
6/1/20 → 3/31/25
Project: Research project
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Bayesian perspective for orientation determination in cryo-EM with application to structural heterogeneity analysis
Xu, S., Balanov, A., Singer, A. & Bendory, T., Apr 1 2026, In: Acta Crystallographica Section D: Structural Biology. 82, p. 274-294 21 p.Research output: Contribution to journal › Article › peer-review
Open Access2 Link opens in a new tab Scopus citations -
Manifold learning in metric spaces
Xu, L. & Singer, A., Jan 2026, In: Applied and Computational Harmonic Analysis. 80, 101813.Research output: Contribution to journal › Article › peer-review
Open Access -
SO(3)-Invariant PCA with Application to Molecular Data
Fraiman, M., Hoyos, P., Bendory, T., Kileel, J., Mickelin, O., Sharon, N. & Singer, A., 2026, ISBI 2026 - 23rd IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; vol. 2026-April).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Cryo-EM heterogeneity analysis using regularized covariance estimation and kernel regression
Gilles, M. A. & Singer, A., Mar 4 2025, In: Proceedings of the National Academy of Sciences of the United States of America. 122, 9, e2419140122.Research output: Contribution to journal › Article › peer-review
Open Access17 Link opens in a new tab Scopus citations -
FAST EXPANSION INTO HARMONICS ON THE BALL
Kileel, J., Marshall, N. F., Mickelin, O. & Singer, A., 2025, In: SIAM Journal on Scientific Computing. 47, 2, p. A1117-A1144Research output: Contribution to journal › Article › peer-review
Open Access5 Link opens in a new tab Scopus citations