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PNNL: High Performance Computing

MaTEx Performance

This page consists of performance results of several MaTEx Algorithms. Each node consists of 16 cores We have used up to 4096 cores for performance evaluation. In several cases, we compare the performance with libsvm, which we have enhanced to use OpenMP for multi-core computing. We are planning to integrate this enhancement with MaTEx in the future release.

Support Vector Machine - SMO comparison with libsvm

Performance of MaTEx SMO algorithm with UCI Higgs Boson (2.6M/11M samples) dataset (4K cores)

Higgs Boson dataset performance of MaTEx

Performance of MaTEx SMO algorithm with Offending URL dataset

Offending URL dataset performance of MaTEx

Performance of MaTEx SMO algorithm with Forest Cover dataset

Forest Cover dataset performance of MaTEx

Performance of MaTEx SMO algorithm with MNIST dataset

MNIST dataset performance of MaTEx

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