Singular spectrum analysis of biomedical signals. (2016)

• Record Type: Book
• Further Information: Note: Saeid Sanei, Hossein Hassani.
• Authors: Sanei, Saeid; Hassani, Hossein
• Contents: Introduction ; Physiological, Biological, and Biochemical Processes; Major Topics in Physiological and Biological Signal Processing; Biological Signals and Systems; Decomposition of Signals and Extraction of the Sources of Interest; Quantification of Evolution and Prediction of Future Trends; Data and Trends; Rhythmic, Noisy, or Chaotic?; Generation of Surrogate Data; Concluding Remarks; Bibliography; ; Singular Spectrum Analysis; Introduction; Univariate SSA; Multivariate SSA; Optimal Values of L and r in MSSA; Extensions of SSA; Bibliography; ; SSA Application to Sleep Scoring; Introduction; Stages of Sleep; The Influence of Circadian Rhythms; Sleep Deprivation; Psychological Effects; Detection and Monitoring of Brain Abnormalities during Sleep by EEG Analysis; SSA for Sleep Scoring; Concluding Remarks; Bibliography; ; Adaptive SSA and Its Application to Biomedical Source Separation; Introduction; Adaptive Line Enhancement; SSA-Based ALE and Its Application to Separation of ECG from Recorded EMG; Incorporating Sparsity Constraint; Comparing Basic ALE and SSA-Based ALE; Application of Sparsity Constraint; An Adaptive SSA-Based System for Classification of Narrow Frequency Band Signals; Concluding Remarks; Bibliography; ; Applications to Biometric Identification and Recognition; Introduction; Introduction to Gait Recognition; Model Free Methods; Combination of Gait with Other Biometrics; Gait Assessment; Gait Analysis for Clinical Rehabilitation; Assessing Limb Function for Stroke Patients; SSA Application for Recognition and Characterisation of Stroke; Use of Multivariate SSA for Joint Analysis of 3D Trajectories; Gait Analysis Using Ear-Worn Sensor Data; Concluding Remarks; Bibliography; ; Complex-Valued SSA for Detection of Event Related Potentials from EEG; Brief Literature; Complex-Valued Matrix Variables Z and Z*; Augmented Complex Statistics; Analytic Signals; Complex-Valued Derivatives; Generalized Complex-Valued Matrix Derivatives; Augmented Complex-Valued Matrix Variables; Singular Spectrum Analysis of P300 for Classification; Experimental Results; Some Concluding Remarks; Extension to Hypercomplex Domain; Conclusion; Bibliography; ; SSA Change Point Detection and Eye Fundus Image Analysis; Ocular Fundus Abnormalities; Ocular Fundus Images; Diabetic Retinopathy Images; Analysis of Fundus Images and Detection of Retinopathy Features; Concluding Remarks; Bibliography; ; Prediction of Medical and Physiological Trends; Conventional Approaches for Time Series Prediction; SSA Application for Prediction; How SSA Is Used in Prediction; Application of SSA-Based Prediction to Real Biomedical Trends; Concluding Remarks; Bibliography; ; SSA Application on Genetic Studies; Genomic Signal Processing; Application; Singular Spectrum Analysis and Colonial Theory; Signal Extraction and Filtering; SSA Based on Minimum Variance; SSA Combined with AR Model; Application of Two Dimensional SSA; Eigenvalues Identification in SSA Signal Extraction; Concluding Remarks; Bibliography; ; Conclusions and Suggestions for Future Research
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2016
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 610.28; Biomedical engineering; Signal processing
• Languages: English
• ISBNs: 9781466589285
• Related ISBNs: 9781466589278
• Notes: Note: Description based on CIP data; item not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.