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Sudhakaran Gajendran on Muck Rack

Sudhakaran Gajendran

As seen in: Nature
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Articles

DRFAS-enhanced personalized federated learning for secure and robust cardiovascular disease detection

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By V. Karthik, Sudhakaran Gajendran, Suguna Marappan, OmKumar Chandra Umakantham
| Nature Verified
Abstract The integration of privacy protection in smart healthcare systems has revolutionized disease detection and patient monitoring, but privacy concerns arise from the collection and analysis of sensitive health data. Federated learning (FL) offers data privacy to diverse clients, but a single global model fails. Personalized FL addresses privacy concerns, focusing on individual needs.
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Fuzzy K-means–based outlier detection in plastic-degradation-related protein sequences using PSI-BLAST, Jaccard similarity, and OMA features

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By Arjun Ramaswamy, Rohan Mathur, Aryan Bhola, Sudhakaran Gajendran
| Nature Verified
Abstract Plastic pollution is a severe environmental hazard due to the persistence of synthetic polymers, thus requiring the development of sophisticated techniques. This study proposes a fuzzy k-means-based framework integrating PSI-BLAST alignment features, Jaccard motif similarity, and OMA evolutionary scores to identify functional outliers within protein sequences associated with plastic degradation.
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