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Books > Professional & Technical > Energy technology & engineering > Electrical engineering
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Assessing COVID-19 and Other Pandemics and Epidemics using Computational Modelling and Data Analysis (Hardcover, 1st ed. 2022)
Loot Price: R4,260
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Assessing COVID-19 and Other Pandemics and Epidemics using Computational Modelling and Data Analysis (Hardcover, 1st ed. 2022)
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This book comprehensively covers the topic of COVID-19 and other
pandemics and epidemics data analytics using computational
modelling. Biomedical and Health Informatics is an emerging field
of research at the intersection of information science, computer
science, and health care. The new era of pandemics and epidemics
bring tremendous opportunities and challenges due to the plentiful
and easily available medical data allowing for further analysis.
The aim of pandemics and epidemics research is to ensure
high-quality, efficient healthcare, better treatment and quality of
life by efficiently analyzing the abundant medical, and healthcare
data including patient's data, electronic health records (EHRs) and
lifestyle. In the past, it was a common requirement to have domain
experts for developing models for biomedical or healthcare.
However, recent advances in representation learning algorithms
allow us to automatically learn the pattern and representation of
the given data for the development of such models. Medical Image
Mining, a novel research area (due to its large amount of medical
images) are increasingly generated and stored digitally. These
images are mainly in the form of: computed tomography (CT), X-ray,
nuclear medicine imaging (PET, SPECT), magnetic resonance imaging
(MRI) and ultrasound. Patients' biomedical images can be digitized
using data mining techniques and may help in answering several
important and critical questions related to health care. Image
mining in medicine can help to uncover new relationships between
data and reveal new and useful information that can be helpful for
scientists and biomedical practitioners. Assessing COVID-19 and
Other Pandemics and Epidemics using Computational Modelling and
Data Analysis will play a vital role in improving human life in
response to pandemics and epidemics. The state-of-the-art
approaches for data mining-based medical and health related
applications will be of great value to researchers and
practitioners working in biomedical, health informatics, and
artificial intelligence..
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