activity
20122021
most citedConsensus Based Multi-Layer Perceptrons for Edge Computing

1 citations · 2 across the 4 of their papers we have counts for

collaborators

5 papers

cs.LG20211 cited

Consensus Based Multi-Layer Perceptrons for Edge Computing

Haimonti Dutta, Nitin Nataraj, Saurabh Amarnath Mahindre

In recent years, storing large volumes of data on distributed devices has become commonplace. Applications involving sensors, for example, capture data in different modalities incl…

cs.LG20201 cited

Impact of Community Structure on Consensus Machine Learning

Bao Huynh, Haimonti Dutta, Dane Taylor

Consensus dynamics support decentralized machine learning for data that is distributed across a cloud compute cluster or across the internet of things. In these and other settings,…

cs.LG2018

GADGET SVM: A Gossip-bAseD sub-GradiEnT Solver for Linear SVMs

Haimonti Dutta, Nitin Nataraj

In the era of big data, an important weapon in a machine learning researcher's arsenal is a scalable Support Vector Machine (SVM) algorithm. SVMs are extensively used for solving c…

cs.DL2018

A Machine Learning Approach to Quantitative Prosopography

Aayushee Gupta, Haimonti Dutta, Srikanta Bedathur +1

Prosopography is an investigation of the common characteristics of a group of people in history, by a collective study of their lives. It involves a study of biographies to solve h…

cs.IR2012

Leveraging Subjective Human Annotation for Clustering Historic Newspaper Articles

Haimonti Dutta, William Chan, Deepak Shankargouda +7

The New York Public Library is participating in the Chronicling America initiative to develop an online searchable database of historically significant newspaper articles. Microfil…