This lecture covers the adaptation process in Kohonen maps, focusing on the presynaptic threshold rule and its modification using a nonlinear discriminant function. The instructor explains the time-dependent correlation and the differential equation for updating weights.
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Covers correlation and cross-correlations in air pollution data analysis, including time series, autocorrelations, Fourier analysis, and power spectrum.
Explores Singular Value Decomposition and Principal Component Analysis for dimensionality reduction, with applications in visualization and efficiency.
