Singular Spectrum Analysis of Biomedical Signals

Science & Math

Sanei, Saeid

Hassani, Hossein

Biological Sciences

CRC-Press

<p><div>This book provides a broad introduction to computational aspects of Singular Spectrum Analysis (SSA) which is a non-parametric technique and requires no prior assumptions such as stationarity, normality or linearity of the series. This book is unique as it not only details the theoretical aspects underlying SSA, but also provides a comprehensive guide enabling the user to apply the theory in practice using the R software. Further, it provides the user with step- by- step coding and guidance for the practical application of the SSA technique to analyze their time series databases using R. The first two chapters present basic notions of univariate and multivariate SSA and their implementations in R environment. The next chapters discuss the applications of SSA to change point detection, missing-data imputation, smoothing and filtering. This book is appropriate for researchers, upper level students (masters level and beyond) and practitioners wishing to revive their knowledge of times series analysis or to quickly learn about the main mechanisms of SSA.&nbsp;&nbsp;<br /></div> <div><br /></div> <div><br /></div> <div>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;</div> <div><br /></div> <div>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;</div></p>

Singular Spectrum Analysis: Using R (Palgrave Advanced Texts in Econometrics)

Business & Money

Mahmoudvand, Rahim

Economics

Palgrave Pivot

<p>Recent advancements in signal processing and computerised methods are expected to underpin the future progress of biomedical research and technology, particularly in measuring and assessing signals and images from the human body. This book focuses on singular spectrum analysis (SSA), an effective approach for single channel signal analysis, and its bivariate, multivariate, tensor based, complex-valued, quaternion-valued and robust variants.</p>
<br><br><p>SSA currently has numerous applications in detecting abnormalities in quasi-periodic biosignals, such as electrocardiograms, (ECGs or EKGs), oxygen levels, arterial pressure, and electroencephalograms (EEGs). <b>Singular Spectrum Analysis of Biomedical Signals</b> presents relatively newly applied concepts for biomedical applications of SSA, including:</p>
<br><br><ul>
<br><br><li>Signal source separation, extraction, decomposition, and factorization</li>
<br><br><li>Physiological, biological, and biochemical signal processing</li>
<br><br><li>A new SSA grouping algorithm for filtering and noise reduction of genetics data</li>
<br><br><li>Prediction of various clinical events</li>
</ul>
<br><br><p>The book introduces a new mathematical and signal processing technique for the decomposition of widely available single channel biomedical data. It also provides illustrations of new signal processing results in the form of signals, graphs, images, and tables to reinforce understanding of the related concepts.</p>
<p>Singular Spectrum Analysis of Biomedical Signals enhances current clinical knowledge and aids physicians in improving diagnosis, treatment and monitoring some clinical abnormalities. It also lays groundwork for progress in SSA by making suggestions for future research.</p>

<p><p>As technology continues to revolutionise today's economy, Big Data, Blockchain and Cryptocurrency are rapidly transforming themselves into mainstream functions within the financial services industry. This book examines each concept individually, analysing the opportunities and challenges they bring and exploring the potential for future development. The authors further evaluate the fusion of these three important products of the FinTech revolution, illustrating their combined influence on the digital economy. Providing a comprehensive analysis of three innovative technologies, this timely book will appeal to scholars researching innovation in the finance industry and financial services technology more specifically.</p> <br /></p>

Fusing Big Data, Blockchain and Cryptocurrency: Their Individual and Combined Importance in the Digital Economy

Huang, Xu

Silva, Emmanuel Sirimal

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