Although visual analysis of EEGs has been the state of the art in electroencephalography for 70 years, advanced signal processing methods offer a superior alternative in numerous biomedical clinical and research applications. This first-of-its-kind guide bridges the gap from visual analysis to signal processing techniques, providing engineers, researchers, and clinicians with an innovative, clear methodology for biomedical signal analysis. The book covers various applications in sleep, ERD/ERS, pharmaco-EEG, and epilepsy research, featuring full mathematical details to help engineers and researchers modify procedures or design all-new frameworks for biomedical signal analysis. Including a web link where readers can freely download the software used in the applications, this unique resource will prove indispensable to all biomedical engineers and researchers looking to broaden the applicability of EEGs and blaze new trails in biomedical signal analysis and research.