Algorithm 1037: Suitesparse: graphblas: Parallel graph algorithms in the language of sparse linear algebra

TA Davis - ACM Transactions on Mathematical Software, 2023 - dl.acm.org
SuiteSparse: GraphBLAS is a full parallel implementation of the GraphBLAS standard, which
defines a set of sparse matrix operations on an extended algebra of semirings using an …

Deployment of Real-Time Network Traffic Analysis using GraphBLAS Hypersparse Matrices and D4M Associative Arrays

M Jones, J Kepner, A Prout, T Davis… - 2023 IEEE High …, 2023 - ieeexplore.ieee.org
Matrix/array analysis of networks can provide significant insight into their behavior and aid in
their operation and protection. Prior work has demonstrated the analytic, performance, and …

Graphblas on the edge: Anonymized high performance streaming of network traffic

M Jones, J Kepner, D Andersen, A Buluç… - 2022 IEEE High …, 2022 - ieeexplore.ieee.org
Long range detection is a cornerstone of defense in many operating domains (land, sea,
undersea, air, space,…,). In the cyber domain, long range detection requires the analysis of …

Large scale enrichment and statistical cyber characterization of network traffic

I Kawaminami, A Estrada, Y Elsakkary… - 2022 IEEE High …, 2022 - ieeexplore.ieee.org
Modern network sensors continuously produce enormous quantities of raw data that are
beyond the capacity of human analysts. Cross-correlation of network sensors increases this …

Temporal correlation of internet observatories and outposts

J Kepner, M Jones, D Andersen, A Buluc… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
The Internet has become a critical component of modern civilization requiring scientific
exploration akin to endeavors to understand the land, sea, air, and space environments …

Hypersparse network flow analysis of packets with graphblas

T Trigg, C Meiners, S Pisharody… - 2022 IEEE High …, 2022 - ieeexplore.ieee.org
Internet analysis is a major challenge due to the volume and rate of network traffic. In lieu of
analyzing traffic as raw packets, network analysts often rely on compressed network flows …

Focusing and Calibration of Large Scale Network Sensors using GraphBLAS Anonymized Hypersparse Matrices

J Kepner, M Jones, P Dykstra, C Byun… - 2023 IEEE High …, 2023 - ieeexplore.ieee.org
Defending community-owned cyber space requires community-based efforts. Large-scale
network observations that uphold the highest regard for privacy are key to protecting our …

Trusted Distributed Artificial Intelligence (TDAI)

MA Ağca, S Faye, D Khadraoui - IEEE Access, 2023 - ieeexplore.ieee.org
As the diversity of components increases within the intelligent systems, trusted interactivity
also becomes critical challenge for the system components and nodes. Furthermore …

Teaching Network Traffic Matrices in an Interactive Game Environment

C Milner, H Jananthan, J Kepner, V Gadepally… - arXiv preprint arXiv …, 2024 - arxiv.org
The Internet has become a critical domain for modern society that requires ongoing efforts
for its improvement and protection. Network traffic matrices are a powerful tool for …

Sampling-based decomposition algorithms for arbitrary tensor networks

OA Malik, V Bharadwaj, R Murray - arXiv preprint arXiv:2210.03828, 2022 - arxiv.org
We show how to develop sampling-based alternating least squares (ALS) algorithms for
decomposition of tensors into any tensor network (TN) format. Provided the TN format …