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Krishna MurariAuthor Profile

Supervisor, H.O.D., Department of computer Science and Engineering, School of Engineering and Technology, YBN University Ranchi-10.

1Publications
1Years Active
1Collaborators
0Citations (Crossref)

Publications by Krishna Murari

1 publication in IJRRETAS • Active 2026–2026

2026 (1)

A Robust LightGBM-Based Machine Learning Framework for Network Outlier Detection

with Rohit Chandra

03 Jul 2026 • Volume 12, Issue 7 • pp. 1-14

DOI: https://doi.org/10.65630/ijrretas.2026.v12i71-14

The growing volume and complexity of network traffic have made manual and signature-based monitoring insufficient for detecting malicious activity. This paper presents a robust machine learning framework, based on the Light Gradient Boosting Machine (LightGBM), for detecting outliers in network traffic data. The fra...

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Research Topics

  • network outlier detection
  • anomaly detection
  • intrusion detection
  • LightGBM
  • gradient boosting
  • SHAP
  • NSL-KDD

Collaborators