activity
20042025
most citedAsymptotic power of sphericity tests for high-dimensional data

137 citations · 210 across the 9 of their papers we have counts for

collaborators

12 papers

math.PR2025

Precise asymptotics for the norm of large random rectangular Toeplitz matrices

Alexei Onatski

We study the spectral norm of large rectangular random Toeplitz and circulant matrices with independent entries. For Toeplitz matrices, we show that the scaled norm converges to th…

math.PR2025

The smallest singular value of large random rectangular Toeplitz and circulant matrices

Alexei Onatski, Vladislav Kargin

Let , be a sequence of i.i.d. standard normal random variables. Consider rectangular Toeplitz …

math.PR2021★ 2 cited

Spin glass to paramagnetic transition and triple point in Spherical SK model

Iain M. Johnstone, Yegor Klochkov, Alexei Onatski +1

This paper studies spin glass to paramagnetic transition in the Spherical Sherrington-Kirkpatrick model with ferromagnetic Curie-Weiss interaction with coupling constant and in…

math.PR2020★ 1 cited

An edge CLT for the log determinant of Wigner ensembles

Iain M. Johnstone, Yegor Klochkov, Alexei Onatski +1

We derive a Central Limit Theorem (CLT) for where is a Wigner matrix, and is local to the edge of the se…

math.ST2016

Alternative asymptotics for cointegration tests in large VARs

Alexei Onatski, Chen Wang

Johansen's (1988, 1991) likelihood ratio test for cointegration rank of a Gaussian VAR depends only on the squared sample canonical correlations between current changes and past le…

math.ST2015

Testing in high-dimensional spiked models

Iain M. Johnstone, Alexei Onatski

We consider the five classes of multivariate statistical problems identified by James (1964), which together cover much of classical multivariate analysis, plus a simpler limiting…

math.ST2014★ 1 cited

Local Asymptotic Normality of the spectrum of high-dimensional spiked F-ratios

Prathapasinghe Dharmawansa, Iain M. Johnstone, Alexei Onatski

We consider two types of spiked multivariate F distributions: a scaled distribution with the scale matrix equal to a rank-one perturbation of the identity, and a distribution with…

math.ST2013★ 137 cited

Asymptotic power of sphericity tests for high-dimensional data

Alexei Onatski, Marcelo J. Moreira, Marc Hallin

This paper studies the asymptotic power of tests of sphericity against perturbations in a single unknown direction as both the dimensionality of the data and the number of observat…

math.ST2012

Signal Detection in High Dimension: The Multispiked Case

Alexei Onatski, Marcelo J. Moreira, Marc Hallin

This paper deals with the local asymptotic structure, in the sense of Le Cam's asymptotic theory of statistical experiments, of the signal detection problem in high dimension. More…

math.ST2012

Detection of weak signals in high-dimensional complex-valued data

Alexei Onatski

This paper considers the problem of detecting a few signals in high-dimensional complex-valued Gaussian data satisfying Johnstone's (2001) \textit{spiked covariance model}. We focu…

math.PR2008★ 67 cited

The Tracy--Widom limit for the largest eigenvalues of singular complex Wishart matrices

Alexei Onatski

This paper extends the work of El Karoui [Ann. Probab. 35 (2007) 663--714] which finds the Tracy--Widom limit for the largest eigenvalue of a nonsingular -dimensional complex Wi…

math.ST2004★ 2 cited

Dynamics of Interest Rate Curve by Functional Auto-Regression

Vladislav Kargin, Alexei Onatski

The paper uses functional auto-regression to predict the dynamics of interest rate curve. It estimates the auto-regressive operator by extending methods of the reduced-rank auto-re…