{"product_id":"signal-processing-driven-machine-learning-rajesh-kumar-tripathy-9780443141416","title":"Signal Processing Driven Machine Learning Techniques for Cardiovascular Data Processing","description":"\u003ci\u003eSignal Processing Driven Machine Learning Techniques for Cardiovascular Data Processing\u003c\/i\u003e features recent advances in machine learning coupled with new signal processing-based methods for cardiovascular data analysis. Topics in this book include machine learning methods such as supervised learning, unsupervised learning, semi-supervised learning, and meta-learning combined with different signal processing techniques such as multivariate data analysis, time-frequency analysis, multiscale analysis, and feature extraction techniques for the detection of cardiovascular diseases, heart valve disorders, hypertension, and activity monitoring using ECG, PPG, and PCG signals. \u003cp\u003e\u003c\/p\u003eIn addition, this book also includes the applications of digital signal processing (time-frequency analysis, multiscale decomposition, feature extraction, non-linear analysis, and transform domain methods), machine learning and deep learning (convolutional neural network (CNN), recurrent neural network (RNN), transformer and attention-based models, etc.) techniques for the analysis of cardiac signals. The interpretable machine learning and deep learning models combined with signal processing for cardiovascular data analysis are also covered.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Rajesh Kumar Tripathy\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 044314141X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443141416\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/18\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 184\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Rajesh Kumar Tripathy","offers":[{"title":"Paperback","offer_id":48991730499839,"sku":"9780443141416","price":180.0,"currency_code":"USD","in_stock":false}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/signal-processing-driven-machine-learning-rajesh-kumar-tripathy-9780443141416","provider":"WR Book House","version":"1.0","type":"link"}