500 citations · 539 across the 11 of their papers we have counts for
11 papers
GeMi: A Graph-based, Multimodal Recommendation System for Narrative Scroll Paintings
Haimonti Dutta, Pruthvi Moluguri, Jin Dai +1
Recommendation Systems are effective in managing the ever-increasing amount of multimodal data available today and help users discover interesting new items. These systems can hand…
Heterogeneous Sequel-Aware Graph Neural Networks for Sequential Learning
Anushka Tiwari, Haimonti Dutta, Shahrzad Khanizadeh
Graph-based recommendation systems use higher-order user and item embeddings for next-item predictions. Dynamically adding collaborative signals from neighbors helps to use similar…
Balanced Hodge Laplacians Optimize Consensus Dynamics over Simplicial Complexes
Cameron Ziegler, Per Sebastian Skardal, Haimonti Dutta +1
Despite the vast literature on network dynamics, we still lack basic insights into dynamics on higher-order structures (e.g., edges, triangles, and more generally, -dimensional…
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…
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,…
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…
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…
Consensus-Based Modelling using Distributed Feature Construction
Haimonti Dutta, Ashwin Srinivasan
A particularly successful role for Inductive Logic Programming (ILP) is as a tool for discovering useful relational features for subsequent use in a predictive model. Conceptually,…
NILMTK: An Open Source Toolkit for Non-intrusive Load Monitoring
Nipun Batra, Jack Kelly, Oliver Parson +5
Non-intrusive load monitoring, or energy disaggregation, aims to separate household energy consumption data collected from a single point of measurement into appliance-level consum…
Data Driven Energy Efficiency in Buildings
Nipun Batra, Amarjeet Singh, Pushpendra Singh +3
Buildings across the world contribute significantly to the overall energy consumption and are thus stakeholders in grid operations. Towards the development of a smart grid, utiliti…
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…