Theory
Basic principles of PCA
Geometric Principles of PCA
Principal components and Correlation
PCA in Regression analysis matrices
PCA in cluster analysis
PCA and factor analysis
PCA for time series and independent data (ICA)
Sparse PCA
Non-negative PCA
Applications of PCA
PCA for Electrocardiography (ECG) applications
PCA for Electroencephalography (EEG) applications
PCA for Electromyography (EMG) applications
PCA for bioinformatics and gene expression applications
PCA for human movement science applications
PCA for Gait Kinematics for Patients with Knee Osteoarthritis
Neuroscience and biomedical application of PCA
PCA applications for Brain Computer Interface (BCI) and motor imagery tasks
PCA for Image processing applications
PCA for Video processing applications
PCA for dimensional reduction applications
PCA for financial and economics applications.