activity
20162026
most citedInteractive Supercomputing on 40,000 Cores for Machine Learning and Data Analysis

272 citations · 665 across the 59 of their papers we have counts for

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Showing cs.DBShow all

6 papers · 1 filter

cs.DB2021

Supercomputing Enabled Deployable Analytics for Disaster Response

Kaira Samuel, Jeremy Kepner, Michael Jones +17

First responders and other forward deployed essential workers can benefit from advanced analytics. Limited network access and software security requirements prevent the usage of st…

cs.DB2020★ 4 cited

AI Data Wrangling with Associative Arrays

Jeremy Kepner, Vijay Gadepally, Hayden Jananthan +2

The AI revolution is data driven. AI "data wrangling" is the process by which unusable data is transformed to support AI algorithm development (training) and deployment (inference)…

cs.DB2019★ 5 cited

A Billion Updates per Second Using 30,000 Hierarchical In-Memory D4M Databases

Jeremy Kepner, Vijay Gadepally, Lauren Milechin +15

Analyzing large scale networks requires high performance streaming updates of graph representations of these data. Associative arrays are mathematical objects combining properties…

cs.DB2018★ 3 cited

Database Operations in D4M.jl

Lauren Milechin, Vijay Gadepally, Jeremy Kepner

Each step in the data analytics pipeline is important, including database ingest and query. The D4M-Accumulo database connector has allowed analysts to quickly and easily ingest to…

cs.DB2017★ 3 cited

D4M 3.0: Extended Database and Language Capabilities

Lauren Milechin, Vijay Gadepally, Siddharth Samsi +3

The D4M tool was developed to address many of today's data needs. This tool is used by hundreds of researchers to perform complex analytics on unstructured data. Over the past few…

cs.DB2016★ 10 cited

Benchmarking SciDB Data Import on HPC Systems

Siddharth Samsi, Laura Brattain, William Arcand +16

SciDB is a scalable, computational database management system that uses an array model for data storage. The array data model of SciDB makes it ideally suited for storing and manag…