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Principal component analysis

Known as: Principle components analysis, Principle Component Analysis, Probabilistic principal component analysis 
Principal component analysis (PCA) is a statistical procedure that uses an orthogonal transformation to convert a set of observations of possibly… 
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Ali AkansuAnalyticaApache SparkBiplot

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2010
2010
A New Method for Maintenance Management Employing Principal Component Analysis
This paper presents a simple graphic method for detecting and classifying faults in point mechanisms based on the study of some… 
Highly Cited
2008
Highly Cited
2008
RELATIONSHIP BETWEEN SOIL CHARACTERISTICS AND HALOPHYTIC VEGETATION IN COASTAL REGION OF NORTH CHINA
Plant-soil relationship of saline coastal plain of north China was studied. Principle component analysis (PCA) and cluster… 
Highly Cited
2008
Highly Cited
2008
Improving LBP features for gender classification
Automatic gender classification aims at analyzing the face image to recognize gender with computer, in which feature extraction… 
Highly Cited
2005
Highly Cited
2005
Ear Biometrics Using 2D and 3D Images
We present results of the largest experimental investigation of ear biometrics to date. Approaches considered include a PCA… 
Highly Cited
2004
Highly Cited
2004
Improved support vector classification using PCA and ICA feature space modification
Highly Cited
2003
Highly Cited
2003
A fuzzy hybrid learning algorithm for radial basis function neural network with application in human face recognition
Highly Cited
2003
Highly Cited
2003
Gradient feature extraction for classification-based face detection
Highly Cited
2000
Highly Cited
2000
Near-Infrared Spectral Variations of Martian Surface Materials from ISM Imaging Spectrometer Data
Abstract Imaging spectrometer data from the ISM instrument on Phobos 2 were used to characterize spatial variations in near… 
Highly Cited
2000
Highly Cited
2000
The structure of vanadium oxide species on γ-alumina; an in situ X-ray absorption study during catalytic oxidation
The mechanism of catalytic oxidation reactions was studied using in situ X-ray absorption spectroscopy (XAFS) over a 17.5 wt… 
Review
1992
Review
1992
PLS/neural networks
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