Shared component analysis

Multi-Component Efficiency with Shared Resources in Commercial Banks

Analysis of Multicultural Education component In Textbooks

The present paper aims to investigate the amount of multi-cultural education components in the textbooks of secondary schools from 2013 to 2014. It is conducted through text-analysis. The components of Multi-cultural education were initially collected from theoretical text and research background using document analysis and then they were numbered in the textbooks of secondary schools. The unit...

​Rank based Least-squares Independent Component Analysis

  In this paper, we propose a nonparametric rank-based alternative to the least-squares independent component analysis algorithm developed. The basic idea is to estimate the squared-loss mutual information, which used as the objective function of the algorithm, based on its copula density version. Therefore, no marginal densities have to be estimated. We provide empirical evaluation of th...

Validation of Shared and Specific Independent Component Analysis (SSICA) for Between-Group Comparisons in fMRI

Independent component analysis (ICA) has been widely used to study functional magnetic resonance imaging (fMRI) connectivity. However, the application of ICA in multi-group designs is not straightforward. We have recently developed a new method named "shared and specific independent component analysis" (SSICA) to perform between-group comparisons in the ICA framework. SSICA is sensitive to extr...

Principal Component Analysis Characterizes Shared Pathogenetics from Genome-Wide Association Studies

Genome-wide association studies (GWASs) have recently revealed many genetic associations that are shared between different diseases. We propose a method, disPCA, for genome-wide characterization of shared and distinct risk factors between and within disease classes. It flips the conventional GWAS paradigm by analyzing the diseases themselves, across GWAS datasets, to explore their "shared patho...