Publications

25 Sep 2018

Computationally Efficient CP Tensor Decomposition Update Framework for Emerging Component Discovery in Streaming Data

Pierre-David Letourneau, Muthu | +5 More
Source: 2018 IEEE High Performance Extreme Computing Conference (...
We present streaming CP update, an algorithmic framework for updating CP tensor decompositions that possesses the capability of identifying emerging…
Algorithms Cybersecurity Data Analytics ENSIGN® Publication
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25 Sep 2018

Accelerating Dijkstra’s Algorithm Using Multiresolution Priority Queues

Jordi Ros­-Giralt, Alan Commik | +5 More
Source: 2018 IEEE High Performance Extreme Computing Conference (...
Multiresolution priority queues are data structures recently discovered by Reservoir Labs that reduce the entropy of some critical graph algorithms—such…
Algorithms Cybersecurity Publication
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25 Sep 2018

All-at-once Decomposition of Coupled Billion-scale Tensors in Apache Spark

Aditya Gudibanda, Tom Henretty | +5 More
Source: 2018 IEEE High Performance Extreme Computing Conference (...
As the scale of unlabeled data rises, it becomes increasingly valuable to perform scalable, unsupervised data analysis. Tensor decompositions, which…
Data Analytics ENSIGN® Publication
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19 Jun 2018

High Speed Elephant Flow Detection Under Partial Information

Jordi Ros-Giralt, Alan Commike | +5 More
Source: 2018 IEEE International Symposium on Networks, Computers ...
In this paper we introduce a new framework to detect elephant flows at very high speed rates and under uncertainty.…
Algorithms Cybersecurity Data Analytics Publication
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18 Jun 2018

A Pragmatic Approach of Determining Heavy-Hitter Traffic Thresholds

Sourav Maji, Xiaoyu Wang, Mala | +5 More
Source: 2018 IEEE European Conference on Networks and Communicati...
Heavy-hitter flows or Cheetah Flows (CF), which are high-rate flows can result in increased packet losses and delay in general…
Algorithms Publication R-Scope®
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1 May 2018

Algorithms and Data Structures to Accelerate Network Analysis (Extended Version)

Jordi Ros-Giralt, Alan Commike | +5 More
Source: Elsevier: Future Generation Computer Systems Volume 86, S...
As the sheer amount of computer generated data continues to grow exponentially, new bottlenecks are unveiled that require rethinking our…
Algorithms Cybersecurity Data Analytics Publication R-Scope®
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6 Nov 2017

A high-speed cheetah flow identification network function (CFINF)

Sourav Maji, Malathi Veeraragh | +5 More
Source: 2017 IEEE Conference on Network Function Virtualization a...
Cheetah flows, which are high-rate flows, can cause increased packet delays and losses in other flows. Leveraging the flexibility offered…
Cybersecurity Publication R-Scope®
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14 Oct 2017

Efficient Packet Forwarding Using Cyber-Security Aware Policies

Jordi Ros-Giralt
Source: Patent US9798588B1
For balancing load, a forwarder can selectively direct data from the forwarder to a processor according to a loading parameter.…
Cybersecurity Patents Publication R-Scope®
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13 Oct 2017

Enhancing Network Visibility and Security Through Tensor Analysis

Muthu Baskaran, David Bruns-Sm | +5 More
Source: The 4th International Workshop on Innovating the Network ...
The increasing size, variety, rate of growth and change, and complexity of network data has warranted advanced network analysis and…
Cybersecurity Data Analytics ENSIGN® Publication
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