activity
20192025
most citedIntegrated Clustering and Anomaly Detection (INCAD) for Streaming Data (Revised)

4 citations · 8 across the 4 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2023

Large Deviations for Accelerating Neural Networks Training

Sreelekha Guggilam, Varun Chandola, Abani Patra

Artificial neural networks (ANNs) require tremendous amount of data to train on. However, in classification models, most data features are often similar which can lead to increase…

cs.LG2021★ 1 cited

Anomaly Detection for High-Dimensional Data Using Large Deviations Principle

Sreelekha Guggilam, Varun Chandola, Abani Patra

Most current anomaly detection methods suffer from the curse of dimensionality when dealing with high-dimensional data. We propose an anomaly detection algorithm that can scale to…