Zobrazeno 1 - 10
of 56
pro vyhledávání: '"Dutta, Haimonti"'
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, $k$-dimensional "simplices") and how they are influenced through higher-order interact
Externí odkaz:
http://arxiv.org/abs/2112.01070
In recent years, storing large volumes of data on distributed devices has become commonplace. Applications involving sensors, for example, capture data in different modalities including image, video, audio, GPS and others. Novel algorithms are requir
Externí odkaz:
http://arxiv.org/abs/2102.05021
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, one seeks to minimize the time $\tau_\epsilon$ required to obtain con
Externí odkaz:
http://arxiv.org/abs/2011.01334
Autor:
Dutta, Haimonti, Nataraj, Nitin
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 classification problems. Traditional algorithms for learning SVMs often
Externí odkaz:
http://arxiv.org/abs/1812.02261
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 historical problems. If such biographies are unavailable, surviving doc
Externí odkaz:
http://arxiv.org/abs/1801.10080
Autor:
Kelly, Jack, Batra, Nipun, Parson, Oliver, Dutta, Haimonti, Knottenbelt, William, Rogers, Alex, Singh, Amarjeet, Srivastava, Mani
In this demonstration, we present an open source toolkit for evaluating non-intrusive load monitoring research; a field which aims to disaggregate a household's total electricity consumption into individual appliances. The toolkit contains: a number
Externí odkaz:
http://arxiv.org/abs/1409.5908
Autor:
Dutta, Haimonti, Srinivasan, Ashwin
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, the case for using ILP to construct relational features rests on trea
Externí odkaz:
http://arxiv.org/abs/1409.3446
Autor:
Batra, Nipun, Singh, Amarjeet, Singh, Pushpendra, Dutta, Haimonti, Sarangan, Venkatesh, Srivastava, Mani
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, utilities and governments across the world are encouraging smart meter deploy
Externí odkaz:
http://arxiv.org/abs/1404.7227
Autor:
Batra, Nipun, Kelly, Jack, Parson, Oliver, Dutta, Haimonti, Knottenbelt, William, Rogers, Alex, Singh, Amarjeet, Srivastava, Mani
Non-intrusive load monitoring, or energy disaggregation, aims to separate household energy consumption data collected from a single point of measurement into appliance-level consumption data. In recent years, the field has rapidly expanded due to inc
Externí odkaz:
http://arxiv.org/abs/1404.3878