IEEE Systems, Man and Cybernetics Magazine - January 2022 - 29

A Comparison
of Various Algorithms
T
he objective of the work presented
in this article is to
investigate the applicability
of lightweight machine
learning (ML) algorithms
capable of detecting and forecasting
hypertensive (HT) episodes from historical
intracranial pressure (ICP) signals.
Specifically, we aim at identifying noncomputationally
dependent algorithms, which
can be supported by lightweight hardware
such as medical monitoring devices. We also
propose applicable algorithms, which can be
trained with a limited number of labeled samples
due to the unfeasibility of manually labeling large
volumes of ICP signals in most instances.
f d
, w
t i
Digital Object Identifier 10.1109/MSMC.2021.3097982
Date of current version: 14 January 2022
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E
An Application of
Machine Learning
to Forecast
Hypertension
Signals in
Intracranial
Pressure
L
2333-942X/22©2022IEEE
by Arif Jahangir,
Kavyan Tirdad,
Alex Dela Cruz,
Alireza Sadeghian,
and Michael Cusimano
January 2022 IEEE SYSTEMS, MAN, & CYBERNETICS MAGAZINE 29
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IEEE Systems, Man and Cybernetics Magazine - January 2022

Table of Contents for the Digital Edition of IEEE Systems, Man and Cybernetics Magazine - January 2022

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IEEE Systems, Man and Cybernetics Magazine - January 2022 - Cover1
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IEEE Systems, Man and Cybernetics Magazine - January 2022 - Contents
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IEEE Systems, Man and Cybernetics Magazine - January 2022 - Cover3
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