5 papers
Asymptotic Properties of Empirical Quantile-Based Estimators
Julien Chhor, Xavier D'HaultfÅuille, Jérémy L'Hour +1
We consider inference for parameters of the form for some variables , and . Such parameters appear, in particular, in the ``changes-in-ch…
Optimal Estimation of Discrete Multiview Distributions under Heteroskedastic Multinomial Sampling
Runshi Tang, Julien Chhor, Olga Klopp +2
Multiview latent-variable models provide a fundamental framework for discrete data analysis, with applications to latent structure models, topic models, and mixtures of product dis…
Minimax optimal submatrix detection: Sharp non-asymptotic rates
Parker Knight, Julien Chhor
Given an observation from the model where is constant and has i.i.d. …
Revisit CP Tensor Decomposition: Statistical Optimality and Fast Convergence
Runshi Tang, Julien Chhor, Olga Klopp +1
Canonical Polyadic (CP) tensor decomposition is a fundamental technique for analyzing high-dimensional tensor data. While the Alternating Least Squares (ALS) algorithm is widely us…
Optimal community detection in dense bipartite graphs
Julien Chhor, Parker Knight
We consider the problem of detecting a community of densely connected vertices in a high-dimensional bipartite graph of size . Under the null hypothesis, the observ…