Tom Szwagier
Publications
Publications
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Nested Subspace Learning with FlagsJournal of Machine Learning Research, In press |
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Parsimonious Gaussian mixture models with piecewise-constant eigenvalue profilesStatistics and Computing, 2026, 36 (3), pp.95. ⟨10.1007/s11222-026-10832-w⟩ |
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The curse of isotropy: from principal components to principal subspacesStatistical Science, inPress, ⟨10.48550/arXiv.2307.15348⟩ |
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ICLR 2022 Challenge for Computational Geometry & Topology: Design and ResultsProceedings of Machine Learning Research, 2022, Topological, Algebraic and Geometric Learning Workshops 2022, 196, pp.269-276. ⟨10.5281/zenodo.6554616⟩ |
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Eigengap Sparsity for Covariance ParsimonyGSI'25 - 7th International Conference on Geometric Science of Information, Oct 2025, Saint-Malo (35400), France. pp 50-59, ⟨10.1007/978-3-032-03921-7_6⟩ |
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Rethinking the Riemannian Logarithm on Flag Manifolds as an Orthogonal Alignment ProblemGSI 2023: Geometric Science of Information, Aug 2023, Saint-Malo, (France), France. pp.375-383, ⟨10.1007/978-3-031-38271-0_37⟩ |
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Rethinking statistical methods with flagsStatistics [stat]. Université Côte d'Azur, 2025. English. ⟨NNT : 2025COAZ4027⟩ |