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Machine Learning for Healthcare Systems - Foundations and Applications
Loot Price: R3,104
Discovery Miles 31 040
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Machine Learning for Healthcare Systems - Foundations and Applications
Series: River Publishers Series in Computing and Information Science and Technology
Expected to ship within 12 - 17 working days
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This book provides various insights into machine learning
techniques in healthcare system data and its analysis. Recent
technological advancements in the healthcare system represent
cutting-edge innovations and global research successes in
performance modelling, analysis, and applications. The extensive
use of machine learning in numerous industries, including
healthcare, has been made possible by advancements in data
technologies, including storage capacity, processing capability,
and data transit speeds. The need for a personalized medicine or
""precision medicine"" approach to healthcare has been highlighted
by current trends in medicine due to the complexity of providing
effective healthcare to each individual. Personalized medicine aims
to identify, forecast, and analyze diagnostic decisions using vast
volumes of healthcare data so that doctors may then apply them to
each unique patient. These data may include, but are not limited
to, information on a person's genes or family history, medical
imaging data, drug combinations, patient health outcomes at the
community level, and natural language processing of pre-existing
medical documentation. The introduction of digital technology in
the healthcare industry is marked by ongoing difficulties with
implementation and use. Slow progress has been made in unifying
different healthcare systems, and much of the world still lacks a
fully integrated healthcare system. The intrinsic complexity and
development of human biology, as well as the differences across
patients, have repeatedly demonstrated the significance of the
human element in the diagnosis and treatment of illnesses. But as
digital technology develops, healthcare providers will undoubtedly
need to use it more and more to give patients the best treatment
possible.
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