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Using intraslice covariances for improved estimation of the central subspace in regression

Biometrika, 2006
SUMMARY Popular methods for estimating the central subspace in regression require slicing a continuous response. However, slicing can result in loss of information and in some cases that loss can be substantial. We use intraslice covariances to construct improved inference methods for the central subspace.
R Dennis Cook, Cook R Dennis
exaly   +3 more sources

Subspace Optimization in Centralized Noncoherent MIMO Radar

IEEE Transactions on Aerospace and Electronic Systems, 2011
We consider the problem of subspace optimization for centralized noncoherent multiple input-multiple output (MIMO) radar based on various measures such as capacity, diversity, and probability of detection. In subspace centralized noncoherent MIMO radar (SC-MIMO), a subset of stations is selected based on channel knowledge or channel statistics to ...
Thomas G. Pratt   +3 more
openaire   +1 more source

Centralized joint sparse representation for multi-view subspace clustering

Journal of Intelligent & Fuzzy Systems, 2020
Multi-view subspace clustering arises in many computer visional tasks such as object recognition and image segmentation. The basic idea is to measure the same instance with multiple views. In this paper, we proposed two centralized joint sparse representation models, namely, Centralized Global Joint Sparse Representation (CGJSR) and Centralized Local ...
Mengying Xie, Xiaolan Liu 0003, Gan Pan
openaire   +1 more source

Estimating central subspaces via inverse third moments

Biometrika, 2003
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Yin, Xiangrong, Cook, R. Dennis
openaire   +1 more source

Exploring central subspace via contour regression

Journal of the Korean Statistical Society, 2013
Abstract Contour regression, a method for estimating the central subspace in regression, is based on estimating contour directions of small variation in the response. These directions span the orthogonal complement of the central subspace and can be extracted according to two measures of variation in the response: simple and general contour ...
Hakbae Lee, Pilkeun Choi
openaire   +1 more source

Isotropic subspaces in symmetric composition algebras and Kummer subspaces in central simple algebras of degree 3

Manuscripta Mathematica, 2011
A composition algebra is a (non-associative) algebra \((C, \ast )\) over a field \(F\), endowed with a non-degenerate quadratic ``norm form'' \(N: C \to F\), such that \(N(a \ast b) = N(a)N(b)\), \(a,b\in C\). Two special classes of these algebras have been fully classified.
Matzri, Eliyahu, Vishne, Uzi
openaire   +2 more sources

Fused Estimators of the Central Subspace in Sufficient Dimension Reduction

Journal of the American Statistical Association, 2014
When studying the regression of a univariate variable Y on a vector x of predictors, most existing sufficient dimension-reduction (SDR) methods require the construction of slices of Y to estimate moments of the conditional distribution of X given Y. But there is no widely accepted method for choosing the number of slices, while a poorly chosen slicing ...
R. Dennis Cook, Xin Zhang
openaire   +1 more source

Dimension reduction estimation for central mean subspace with missing multivariate response

Journal of Multivariate Analysis, 2019
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Guoliang Fan 0002   +2 more
openaire   +2 more sources

CSR: A Centrality Based on Robustness and Controllable Subspace of Complex Networks

2019 Chinese Control And Decision Conference (CCDC), 2019
Complex networks are everywhere, some of them are airline network, road network, power grid network and protein-to-protein network. These networks are robust in failure or under attack but still needs in-depth study. Researchers have proposed various techniques to find and enhance the robustness of networks.
A. Mahmood, Umair Usman, Lin Wang
openaire   +1 more source

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