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Performance Comparison of Fed_avg and FLPMDP Models.

Performance Comparison of Fed_avg and FLPMDP Models.

<p>Performance Comparison of Fed_avg and FLPMDP Models.</p>

Saved in:
Bibliografiske detaljer
Hovedforfatter: Syed Mohsin Bokhari (21702906) (author)
Andre forfattere: Sarmad Sohaib (21273402) (author), Muhammad Shafi (7168253) (author)
Udgivet: 2025
Fag:
Cell Biology
Neuroscience
Biotechnology
Mental Health
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
matthews correlation coefficient
four experimental setups
646 recordings indicates
time arrhythmia detection
sr ), respectively
iid data conditions
flpmdp approach achieves
federated baseline models
large ecg dataset
feature fusion techniques
personalized federated learning
personalized models
flpmdp ),
federated learning
diagnosing arrhythmia
gsvt ),
flpmdp recorded
data confidentiality
data privacy
xlink ">
step forward
sinus rhythm
sinus bradycardia
paper presents
modern healthcare
model strength
lead electrocardiogram
kappa score
highly pertinent
facing non
enabling secure
empirical experiment
compliant solution
comparative analysis
71 %.
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Lignende værker

  • Confusion matrix of Fed_avg Model with Features Fusion.
    af: Syed Mohsin Bokhari (21702906)
    Udgivet: (2025)
  • Confusion matrix of FLPMDP model with Features Fusion.
    af: Syed Mohsin Bokhari (21702906)
    Udgivet: (2025)
  • Computational overhead comparison between centralized learning and FL-based approaches.
    af: Syed Mohsin Bokhari (21702906)
    Udgivet: (2025)
  • Performance comparison with existing models.
    af: Syed Mohsin Bokhari (21702906)
    Udgivet: (2025)
  • Performance comparison of GRU model with and without Feature Fusion.
    af: Syed Mohsin Bokhari (21702906)
    Udgivet: (2025)

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