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This lecture by the instructor covers spectral analysis in time series, discussing orthogonal increment processes, autocovariance, Fourier theory, and the relationship between spectral density functions and integrated spectra. The lecture delves into the properties of spectral density functions and integrated spectra, emphasizing their significance in understanding stationary processes.