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José Henrique De Morais Goulart

2 accepted papers

2026

Whitening Spherical Gaussian Mixtures in the Large-Dimensional Regime

ICASSP 2026oral

Whitening is a classical technique in unsupervised learning that can facilitate estimation tasks by standardizing data. An important application is the estimation of latent variable models via the decomposition of tensors built from high-order moments. In particular, whitening orthogonalizes the mea…

Cited by 0SourcePDFScholar
2024

Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor Model

ICLR 2024poster

We study the estimation of a planted signal hidden in a recently introduced nested matrix-tensor model, which is an extension of the classical spiked rank-one tensor model, motivated by multi-view clustering. Prior work has theoretically examined the performance of a tensor-based approach, which rel…