Volume 29, Issue 3-4

Search all Computational Statistics articles

June 2014

Special Issue: Sparse Matrices in Data Analysis

Issue Editors:

Nickolay Trendafilov,
Martin Kleinsteuber,
Hui Zou

24 articles in this issue

Sparse matrices in data analysis
Nickolay Trendafilov
Martin Kleinsteuber
Hui Zou
Editorial 24 December 2013 Pages: 403 - 405
High-dimensional variable screening and bias in subsequent inference, with an empirical comparison
Peter Bühlmann
Jacopo Mandozzi
Original Paper 23 July 2013 Pages: 407 - 430
From simple structure to sparse components: a review
Nickolay T. Trendafilov
Original Paper 16 July 2013 Pages: 431 - 454
Regularized principal components of heritability
Yixin Fang
Yang Feng
Ming Yuan
Original Paper 23 August 2013 Pages: 455 - 465
Robust PCA and subspace tracking from incomplete observations using \(\ell _0\)-surrogates
Clemens Hage
Martin Kleinsteuber
Original Paper 23 July 2013 Pages: 467 - 487
Discriminative variable selection for clustering with the sparse Fisher-EM algorithm
Charles Bouveyron
Camille Brunet-Saumard
Original Paper 20 July 2013 Pages: 489 - 513
Sparse distance metric learning
Tze Choy
Nicolai Meinshausen
Original Paper 24 July 2013 Pages: 515 - 528
Sensitivity analysis for inference with partially identifiable covariance matrices
Max Grazier G’Sell
Shai S. Shen-Orr
Robert Tibshirani
Original Paper 13 September 2013 Pages: 529 - 546
Sparse matrices in frame theory
Felix Krahmer
Gitta Kutyniok
Jakob Lemvig
Original Paper 13 August 2013 Pages: 547 - 568
Two Newton methods on the manifold of fixed-rank matrices endowed with Riemannian quotient geometries
P.-A. Absil
Luca Amodei
Gilles Meyer
Original Paper 14 August 2013 Pages: 569 - 590
Fixed-rank matrix factorizations and Riemannian low-rank optimization
Bamdev Mishra
Gilles Meyer
Rodolphe Sepulchre
Original Paper 12 November 2013 Pages: 591 - 621
Sparse trace norm regularization
Jianhui Chen
Jieping Ye
Original Paper 03 August 2013 Pages: 623 - 639
Simple nonparametric estimators of the bivariate survival function under random left truncation and right censoring
Pao-sheng Shen
Original Paper 27 September 2013 Pages: 641 - 659
Holonomic gradient descent for the Fisher–Bingham distribution on the \(d\)-dimensional sphere
Tamio Koyama
Hiromasa Nakayama
Nobuki Takayama
Original Paper 11 October 2013 Pages: 661 - 683
Copula selection for graphical models in continuous Estimation of Distribution Algorithms
Rogelio Salinas-Gutiérrez
Arturo Hernández-Aguirre
Enrique R. Villa-Diharce
Original Paper 27 October 2013 Pages: 685 - 713
Testing the hypothesis of absence of unobserved confounding in semiparametric bivariate probit models
Giampiero Marra
Rosalba Radice
Silvia Missiroli
Original Paper Open access 15 October 2013 Pages: 715 - 741
On the implementation of LIR: the case of simple linear regression with interval data
Marco E. G. V. Cattaneo
Andrea Wiencierz
Original Paper 05 November 2013 Pages: 743 - 767
Using sliced mean variance–covariance inverse regression for classification and dimension reduction
Charles D. Lindsey
Simon J. Sheather
Joseph W. McKean
Original Paper 27 October 2013 Pages: 769 - 798
Fast algorithms for a space-time concordance measure
Sergio J. Rey
Original Paper 27 October 2013 Pages: 799 - 811
Semiparametric regression analysis for clustered doubly-censored data
Pao-sheng Shen
Original Paper 31 October 2013 Pages: 813 - 828
Bayesian bandwidth estimation for a semi-functional partial linear regression model with unknown error density
Han Lin Shang
Original Paper 07 November 2013 Pages: 829 - 848
Canonical Forest
Yu-Chuan Chen
Hyejung Ha
Hongshik Ahn
Original Paper 11 December 2013 Pages: 849 - 867
Confidence intervals for ratio of two Poisson rates using the method of variance estimates recovery
Hui-Qiong Li
Man-Lai Tang
Weng-Kee Wong
Original Paper 03 December 2013 Pages: 869 - 889
Remarks on a parameter estimation for von Mises–Fisher distributions
Árpád Baricz
Short Note 22 April 2014 Pages: 891 - 894

Volume 29, Issue 3-4

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