Signal Processing and Machine Learning for Biomedical Big Data

Informationen zum Autor Ervin Sejdic is currently an Assistant Professor with the Department of Electrical Engineering and Biomedical Engineering at the University of Pittsburg. He has extensive research experience in biomedical and theoretical signal processing, swallowing difficulties, gait and balance. assistive technologies, rehabilitation engineering, anticipatory medical devices, and advanced information systems in medicine. Tiago Falk is the founder and director of the Multimodal Signal Analysis and Enhancement Lab at the University of Quebec in Montreal. His work on signal processing for big multimedia and biomedical data has engenered numerous awards, including the 2015 CMBES Early Career Award and the 2014 WearHacks Creativity Award and the IEEE Kingston Section Ph.D Excellence Award. Zusammenfassung This will be a comprehensive, multi-contributed reference work that will detail the latest research and developments in biomedical signal processing related to big data medical analysis. Inhaltsverzeichnis An Introduction to big data in medicine. Big heart data. Predicting asthma-related emergency department visits using big data. Fall detection in homes of older adults using Microsoft Kinect. Visualization analysis for big data in computational cyberpsychology. Heart beats in the cloud. Big Data approaches to trauma outcome prediction. The TUH EEG CORPUS. Big Data reduction using RBFNN. Systems Biology and brain activity. Signal processing to make sense of noisy medical Big Data. Prarallel randomly compressed cubes. Big Data analysis with signal on graphs. Outlying sequence detection in large data sets. Breaking the curse of dimensionality using decompositions. Sparse Fourier transform. Modeling and optimization learning tools for big data analytics. Parallel processing for real-time biomedical big data. Heart beats in the cloud.

Product details

• Authors: Tiago H. Sejdic Falk, Ervin (+1university of Pittsburgh Sejdic, Ervin Falk Sejdic
• Assisted by: Tiago H. Falk (Editor), Tiago H. (INRS-EMT Falk (Editor), Ervin Sejdic (Editor), Ervin (+1university of Pittsburgh Sejdic (Editor), Ervin Sejdić (Editor), Sejdic Ervin (Editor)
• Publisher: Taylor & Francis Ltd.
• Languages: English
• Product format: Hardback
• Released: 31.12.2018
• EAN: 9781498773454
• ISBN: 978-1-4987-7345-4
• No. of pages: 624
• Subjects: Natural sciences, medicine, IT, technology > Medicine > General; TECHNOLOGY & ENGINEERING / Signals & Signal Processing, SCIENCE / Biotechnology, TECHNOLOGY & ENGINEERING / Electrical, MEDICAL / Biotechnology, Signal Processing, Biomedical engineering, Medical and health informatics, Digital signal processing (DSP), Medical bioinformatics