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In the last years the electrophysiological signals have started to be used frequently for obtaining important information about how brain works. Electroencephalography (EEG) is the most powerful technique for investigating the effects of neuropsychiatric diseases on functional connectivity, cognitive functions and phase synchronization of brain. The present book will be of use for researchers and students keen on studying time-frequency analysis and phase synchronization. This book explains the analysis of resting state EEG data in detail. Furthermore, we explain these concepts by using necessary signal processing tools.