{"product_id":"signal-processing-driven-machine-learning-techniques-for-cardiovascular-data-processing-9780443141416","title":"Signal Processing Driven Machine Learning Techniques for Cardiovascular Data Processing","description":"\u003cp\u003e • Author(s): Rajesh Kumar Tripathy\u003cbr\u003e • Publisher: Academic Press\u003cbr\u003e • Publisher Imprint: Academic Press\u003cbr\u003e • BISAC: Data Science - Neural Networks\u003c\/p\u003e\u003cp\u003e\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. \u003c\/p\u003e\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.","brand":"Academic Press","offers":[{"title":"Paperback","offer_id":45310234493079,"sku":"9780443141416","price":10131.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780443141416.webp?v=1769287389","url":"https:\/\/atlanticbooks.com\/products\/signal-processing-driven-machine-learning-techniques-for-cardiovascular-data-processing-9780443141416","provider":"Atlantic Books","version":"1.0","type":"link"}