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Showing 1 to 2 of 2 for “"spectrum kernel"”.
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Support Vector Machine Classification of Network Streams Using a Spectrum Kernel Encoding
… SVM creates temporal features – encoded using a spectrum kernel representation – and aggregate features for classification. Experimental results show that 6 protocols of interest are classified with over 99% accuracy. Also, 200, 000 streams can be classified in, on average, 148 seconds, with a …
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Predicting Hard Drive Failures in Computer Clusters
… a challenging problem. This research uses a new spectrum-kernel Support Vector Machine (SVM) ap- proach to predict failure events based on system log files. These files contain mes- sages that represent a change of system state. While a single message in the file may not be sufficient for …