Proud Research Milestone at Department of Computer Science and Engineering, School of Technology, Nirma University
We are delighted to share that our research paper titled:
“PANS: A Novel Polarity-Adjusted Noise Scaling Approach for Privacy-Preserving Sentiment Analysis in Federated Learning”
has been published in Knowledge-Based Systems (Elsevier) — an SCI-indexed journal – Q1 with an Impact Factor of 7.6.
🔗 DOI: https://doi.org/10.1016/j.knosys.2026.115348
👩🎓 Devshri Pandya (PhD Scholar), CSE
👨🏫 Prof. (Dr.) Ankit Thakkar (Professor), I/C Head, CSE
This work presents an innovative approach to enhancing privacy in federated learning by introducing polarity-adjusted noise scaling for sentiment analysis—contributing meaningfully to secure and trustworthy AI systems.
Heartiest congratulations to the authors and the Computer Science and Engineering Department for this achievement. Such contributions continue to strengthen Nirma University’s presence on the global research map.
#ResearchPublication #FederatedLearning #PrivacyPreservingAI #SentimentAnalysis #KnowledgeBasedSystems #Elsevier #CSE #NirmaUniversity #ResearchExcellence #ProudMoment #PhD
