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Results from Principal Component and Factor Analysis

Principal component and factor analysis to study variations in the aging lumbar spine

Principal component and factor analysis to study variations in the aging lumbar spine

... extracted from lumbar spine magnetic resonance images of 61 subjects with age ranging from 2 to 93 ...years. Principal component analysis is used to transform complex and multivariate ...

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Common factor analysis versus principal component analysis: a comparison of loadings by means of simulations

Common factor analysis versus principal component analysis: a comparison of loadings by means of simulations

... likelihood factor analysis, specifically) and PCA, as a function of the level of loadings, number of variables, number of factors, and sample ...per factor, large number of variables per ...

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Scale Independent Principal Component Analysis and Factor Analysis with Preserved Inherent Variability of the Indicators

Scale Independent Principal Component Analysis and Factor Analysis with Preserved Inherent Variability of the Indicators

... Abstract: Principal Component Analysis (PCA) and Factor Analysis (FA) are common multivariate techniques used for dimensionality ...

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Reading Attitudes of the Students of Polytechnic University of the Philippines:  A Principal Component Factor Analysis

Reading Attitudes of the Students of Polytechnic University of the Philippines: A Principal Component Factor Analysis

... or factor of reading attitudes of the Polytechnic University of the Philippines students using the method of Principal Component Factor ...respondents from different colleges of the ...

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Principal component factor analysis based NBA player comprehensive ability evaluation research

Principal component factor analysis based NBA player comprehensive ability evaluation research

... analysis’s principal component analysis and factor analysis, with the help of SPSS software to analyze data, starts from measuring players’ technical level’s score, assist, ...

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Developing Poverty Assessment Tools Based on Principal Component Analysis: Results from Bangladesh, Kazakhstan, Uganda, and Peru

Developing Poverty Assessment Tools Based on Principal Component Analysis: Results from Bangladesh, Kazakhstan, Uganda, and Peru

... the Principal Component Analysis (PCA) to seek the best set of variables that predict the household poverty status using easily measurable socio-economic ...PCA results are compared with those ...

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Functional principal component and factor analysis of spatially correlated data

Functional principal component and factor analysis of spatially correlated data

... data analysis is concerned with data in the form of random vec- tors, functional data analysis goes one big step farther, focusing on data that are infinite-dimensional, such as curves, shapes and ...

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Principal Component Analysis Results from Surveys used in Non-Power Plant Settings

Principal Component Analysis Results from Surveys used in Non-Power Plant Settings

... Perceived Risk Personal Commitment Job-Induced Stress Accident Causation Beliefs Safety Training Emergency Procedures Feedback Safe Systems of Work Managerial Actions Safety Behaviors. T[r] ...

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Multiple factor analysis: principal component analysis for multitable and multiblock data sets

Multiple factor analysis: principal component analysis for multitable and multiblock data sets

... first principal component has the same length (as measured by the first singular value of each data table) and then to combine these data tables into a common representation of the observations sometimes ...

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Area-level socioeconomic deprivation and mortality differentials in Thailand: results from principal component analysis and cluster analysis

Area-level socioeconomic deprivation and mortality differentials in Thailand: results from principal component analysis and cluster analysis

... These areas are exclusively located in the northeastern re- gion. The high mortality of liver cancer geographically coin- cides with endemic areas of Opisthorchiasis in the northeast [45–47]. Previous reviews reported ...

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Factor Analysis and Principal Component Analysis Concerning to Occupational Stress among Executive Officers of Nepal

Factor Analysis and Principal Component Analysis Concerning to Occupational Stress among Executive Officers of Nepal

... current analysis adds to the literature on occupation stress and prevention of occupation stress especially in the Nepalese ...suffering from stress and there were significant differences obtained in ...

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PRINCIPAL COMPONENT ANALYSIS

PRINCIPAL COMPONENT ANALYSIS

... 1.4: Results of the Second Analysis of the Investment Model Data The results obtained when item 11 was dropped from the analysis are very similar to those obtained when it was ...plot ...

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Investigation of factor rotation routines in principal component analysis of stock returns

Investigation of factor rotation routines in principal component analysis of stock returns

... macroeconomic factor can be compared to the extracted principal components of the stock ...obtained from Bloomberg for the period 30 June 2003 to 28 February ...excluded from the sample. This ...

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Streaming Principal Component Analysis From Incomplete Data

Streaming Principal Component Analysis From Incomplete Data

... our results on η, it is entirely possible that e SNIPE with high probability approaches the true subspace S from an incoherent tangent direction, of which there are ...

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Euler principal component analysis

Euler principal component analysis

... Figure 10 shows the reconstruction error and Fig. 11 the angular error. As before, HQ-PCA and G-KPCA outperform R1-PCA and standard PCA. Again, PCA-L1 performs the worst. Euler-PCA performs the best. Slightly different ...

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Interactive Principal Component Analysis

Interactive Principal Component Analysis

... example from the history of English, the time of Queen Elizabeth ...similar results emerge: the letters written by Dudley differ from those written by Cecil and ...

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Comparative Study of Principal Component Analysis and Independent Component Analysis

Comparative Study of Principal Component Analysis and Independent Component Analysis

... They extract the local features (brows, eyes, nose, mouth, cheeks etc.) and form the feature vectors using distances and angles between them. Among various approaches to face recognition, appearance- based subspace ...

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Climate indices for the Baltic states from principal component analysis

Climate indices for the Baltic states from principal component analysis

... of principal components that describe data variation sufficiently well and can be used in further ...choose from (Preisendorfer, 1988); however, in our case one of the most common methods, the scree plot, ...

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2 Robust Principal Component Analysis

2 Robust Principal Component Analysis

... Abstract: Two robust approaches to principal component analysis and factor analysis are presented. The different methods are compared, and properties are discussed. As an application we ...

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Bilinear probabilistic principal component analysis

Bilinear probabilistic principal component analysis

... encouraging results, attempts have been made to formulate a probabilistic model for GLRAM so that it can enjoy similar advantages as PPCA has over PCA [10], [13], ...

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