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Predictive IoT-AI Model for Cyber Threat Detection in Smart Healthcare Environments Cover

Predictive IoT-AI Model for Cyber Threat Detection in Smart Healthcare Environments

By: K.L Hemalatha and  Pushpa Mohan  
Open Access
|Jun 2024

Figures & Tables

Figure 1:

Hybrid Architecture for the Recommended Approach
Hybrid Architecture for the Recommended Approach

Figure 2:

Visualization of the Protocol types of the Dataset
Visualization of the Protocol types of the Dataset

Figure 3:

Visualization of the Normal and attacked flags
Visualization of the Normal and attacked flags

Figure 4:

CNN Architecture
CNN Architecture

Figure 5:

Architecture for GRU
Architecture for GRU

Figure 6:

Performance Metrics Visualization
Performance Metrics Visualization

Comparative Analysis between the Different Models

Algorithms / Performance MetricsACCURACYPRECISIONRECALLF1 SCORE
RNN93.390.189.491
CNN94.392.191.491.7
GRU92.891.390.690.9
LSTM9392.49290.5
CNN+LSTM96.294.894.194.4
PROPOSED98.298.19696.8

Performance measures utilized for assessment

SL.NOEvaluation MetricsMathematical Expression
01Accuracy TP+TNTP+TN+FP+FN {{TP + TN} \over {TP + TN + FP + FN}}
02Recall TPTP+FN×100 {{{\rm{TP}}} \over {{\rm{TP}} + {\rm{FN}}}} \times 100
03Specificity TNTN+FP {{TN} \over {TN + FP}}
04Precision TNTP+FP {{TN} \over {TP + FP}}
05F1-Score 2.PrecisonRecallPrecison+Recall 2.{{Precison\, * \,{Recall}} \over {Precision\, + \, {Recall}}}
Language: English
Page range: 17 - 31
Submitted on: Feb 2, 2024
Accepted on: May 11, 2024
Published on: Jun 15, 2024
Published by: Future Sciences For Digital Publishing
In partnership with: Paradigm Publishing Services
Publication frequency: 2 issues per year

© 2024 K.L Hemalatha, Pushpa Mohan, published by Future Sciences For Digital Publishing
This work is licensed under the Creative Commons Attribution 4.0 License.