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An efficient hybrid federated learning framework for pneumonia diagnosis with proximal optimization and

Chhaya Gupta1,2, Rajan Gupta2, Nasib Singh Gill1

  • 1Department of Computer Science and Applications, Maharshi Dayanand University, Rohtak, Haryana, India.

Biodata Mining
|April 11, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Data privacyExplainable AILow-Rank adaptationMedical imagingVision transformer

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Pneumonia I: Introduction01:30

Pneumonia I: Introduction

Pneumonia is an acute respiratory infection that targets the lungs, specifically the alveoli. These tiny air sacs, essential for oxygen exchange, become engorged with pus and fluid, severely hindering breathing, decreasing oxygen absorption, and causing significant pain and discomfort during respiration.
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Various factors influence the likelihood of developing pneumonia. Age plays a crucial role, with infants, children under two, and individuals over 65 at increased risk due to their...
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