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Proactive Packet Loss Management Using Random Forest and Real-Time Traffic Control

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  • Avik Roy,
  • Sousnav Debnath,
  • Somsubhra Gupta
Avik Roy
Department of Computer Science and Engineering, Swami Vivekananda University, Barrackpore, West Bengal, India
Sousnav Debnath
Department of Computer Science and Engineering, Swami Vivekananda University, Barrackpore, West Bengal, India
Somsubhra Gupta
Department of Computer Science and Engineering, Swami Vivekananda University, Barrackpore, West Bengal, India

Published 2026-05-27

Keywords

  • Packet Loss Prediction,
  • Machine Learning,
  • AI,
  • Random Forest,
  • Network Optimization,
  • Real- Time Network Monitoring,
  • Load Balancing
    • ...More
    Less

How to Cite

Roy, Avik, et al. “Proactive Packet Loss Management Using Random Forest and Real-Time Traffic Control”. Swami Vivekananda University Press, May 2026, pp. 143-51, https://swamivivekanandauniversitypress.com/index.php/svup/article/view/567.

Copyright (c) 2026 Swami Vivekananda University Press

Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

Abstract

Network performance is crucial these days where networking forms the backbone of modern communication, also supporting applications such as video streaming, real-time conferencing and gaming. Data transmission is essential for latency-sensitive services such as VoIP and video streaming, where any interruption can lead to a decline in user experience. Among these issues, packet loss stands are a significant issue which causes delays, jitters and reduces efficiency.

DOI - https://doi.org/10.65525/SVUP.9788199778009.2026.143-151

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