Results 61 to 70 of about 279,382 (273)

Robust and Efficient Linear Discriminant Analysis With L2,1-Norm for Feature Selection

open access: yesIEEE Access, 2020
Feature selection and feature transformation are the two main approaches to reduce dimensionality, and they are often presented separately. In this study, a novel robust and efficient feature selection method, called FS-VLDA-L2,1 (feature selection based
Libo Yang   +3 more
doaj   +1 more source

Joint Bayesian Gaussian discriminant analysis for speaker verification

open access: yes, 2017
State-of-the-art i-vector based speaker verification relies on variants of Probabilistic Linear Discriminant Analysis (PLDA) for discriminant analysis.
Ou, Zhijian, Wang, Yiyan, Xu, Haotian
core   +1 more source

Multi‐Site Transfer Classification of Major Depressive Disorder: An fMRI Study in 3335 Subjects

open access: yesAdvanced Science, EarlyView.
The study proposes graph convolution network with sparse pooling to learn the hierarchical features of brain graph for MDD classification. Experiment is done on multi‐site fMRI samples (3335 subjects, the largest functional dataset of MDD to date) and transfer learning is applied, achieving an average accuracy of 70.14%.
Jianpo Su   +14 more
wiley   +1 more source

Exemplar-based Linear Discriminant Analysis for Robust Object Tracking

open access: yes, 2014
Tracking-by-detection has become an attractive tracking technique, which treats tracking as a category detection problem. However, the task in tracking is to search for a specific object, rather than an object category as in detection.
Chen, Feifei   +4 more
core   +1 more source

DRD2 Deficiency Underlies Pituitary Adenoma Dependent on Escherichia coli Translocation from the Gut

open access: yesAdvanced Science, EarlyView.
Dopamine receptor D2 (DRD2) deficiency disrupts epithelial barrier integrity in both the gut and pituitary gland, facilitating translocation of gut‐derived Escherichia coli into pituitary tissue. Intratumoral E. coli are phagocytosed by microglia, triggering GSDMD‐dependent pyroptosis and HMGB1 release, which subsequently activates MAPK signaling to ...
Xian‐jun Su   +16 more
wiley   +1 more source

Linear discriminant analysis of spatial Gaussian data with estimated anisotropy ratio

open access: yesLietuvos Matematikos Rinkinys, 2011
The paper deals with a problem of classification of Gaussian spatial data into one of two populations specified by different parametric mean models and common geometric anisotropic covariance function.
Lina Dreižienė
doaj   +1 more source

Integrated Transcriptomics Reveals Evolutionary Trajectories and Cell Density‐Dependent Mechanisms in Aldosterone‐Producing Adenomas

open access: yesAdvanced Science, EarlyView.
Aldosterone‐producing adenomas (APAs) develop via two distinct paths: directly from adrenal zona glomerulosa (zG) cells, or stepwise from zG cells through aldosterone‐producing micronodules (APMs) before progressing to APAs. Advanced single‐cell and spatial analyses identified distinct cell states linked to oxidative stress and cell–cell interactions ...
Zhuolun Sun   +7 more
wiley   +1 more source

Near-infrared spectroscopy and multivariate analysis as effective, fast, and cost-effective methods to discriminate Candida auris from Candida haemulonii

open access: yesFrontiers in Chemistry
Candida auris and Candida haemulonii are two emerging opportunistic pathogens that have caused an increase in clinical cases in the recent years worldwide.
Ayrton L. F. Nascimento   +10 more
doaj   +1 more source

A Complete Subspace Analysis of Linear Discriminant Analysis and Its Robust Implementation

open access: yesJournal of Electrical and Computer Engineering, 2016
Linear discriminant analysis has been widely studied in data mining and pattern recognition. However, when performing the eigen-decomposition on the matrix pair (within-class scatter matrix and between-class scatter matrix) in some cases, one can find ...
Zhicheng Lu, Zhizheng Liang
doaj   +1 more source

Saisir l’« Europe » à la lueur du discours officiel de l’UE : l’analyse de données au service d’une régionalisation critique de l’Europe

open access: yesBelgeo, 2020
How to make the difference between a “European” state and a “non-European” state? This question is at the heart of the EU’s political project, which has already decided on this point to assess the candidacy of potential new members (case of Morocco in ...
Etienne Toureille
doaj   +1 more source

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