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File list
 
Date Name Thumbnail Size Description Versions
18:12, 29 October 2017 ResearchPhases.png (file) 1.16 MB An overview of each approach taken to classify network traffic flows. 1
18:39, 29 October 2017 Phase 1 data representation.png (file) 749 KB An overview of how Phase 1 represented data to the NN. 1
23:28, 29 October 2017 ByteComposition.PNG (file) 115 KB The byte values of two types of network traffic protocols - FTP-DATA and SSH. 1
23:54, 29 October 2017 AccuracyDegreesofFreedom.PNG (file) 40 KB Testing Accuracy for different values of degrees of freedom. 1
00:12, 30 October 2017 InputLength.PNG (file) 48 KB The testing accuracy as the input length is adjusted. 1
00:36, 30 October 2017 Phase 2 data representation.png (file) 955 KB An overview of how data was represented for Phase 2. 1
01:13, 30 October 2017 Phase2FeatureRemoval.PNG (file) 99 KB Effects of removing features until one feature remains. 1
01:28, 30 October 2017 Phase3image.PNG (file) 354 KB Produced image of a HTTP flow for Phase 3. 1
01:31, 30 October 2017 Phase3additionalimage.PNG (file) 53 KB Three sample images of different protocols produced for Phase 3. 1
01:42, 30 October 2017 CNNandSiameseCNN.PNG (file) 163 KB Left: Architecture of a Convential CNN Classifier Right: Architecture of a Siamese CNN Classifier 1
02:09, 30 October 2017 Phase1appCM.PNG (file) 312 KB Confusion matrix for Phase 1 application classification. 1
02:10, 30 October 2017 Phase1appPrecisionRecall.PNG (file) 26 KB Precision and recall results for Phase 1 application classification. 1
02:11, 30 October 2017 Phase1appConfidence.PNG (file) 41 KB Testing accuracy for each confidence boundary. 1
02:22, 30 October 2017 Phase1malCM.PNG (file) 62 KB Confusion matrix for Phase 1 malicious classification. 1
02:22, 30 October 2017 Phase1malPrecisionRecall.PNG (file) 20 KB Precision and recall results for Phase 1 malicious classification. 1
02:23, 30 October 2017 Phase1malConfidence.PNG (file) 43 KB Testing accuracy for each confidence boundary of Phase 1 malicious classification. 1
02:26, 30 October 2017 Phase1maldecCM.PNG (file) 19 KB Confusion matrix for Phase 1 malicious detection. 1
02:26, 30 October 2017 Phase1maldecPrecisionRecall.PNG (file) 15 KB Precision and recall results for Phase 1 malicious detection. 1
02:27, 30 October 2017 Phase1maldecConfidence.PNG (file) 41 KB Testing accuracy for each confidence boundary of Phase 2 malicious detection. 1
02:29, 30 October 2017 Phase2appCM.PNG (file) 105 KB Confusion matrix for Phase 2 application classification. 1
02:30, 30 October 2017 Phase2appPrecisionRecall.PNG (file) 23 KB Precision and recall results for Phase 2 application classification. 1
02:30, 30 October 2017 Phase2appConfidence.PNG (file) 41 KB Testing accuracy for each confidence boundary of Phase 2 application classification. 1
02:31, 30 October 2017 Phase2maldecCM.PNG (file) 77 KB Confusion matrix for Phase 2 malicious classification. 1
02:31, 30 October 2017 Phase2malPrecisionRecall.PNG (file) 24 KB Precision and recall results for Phase 2 malicious classification. 1
02:32, 30 October 2017 Phase2malConfidence.PNG (file) 40 KB Testing accuracy for each confidence boundary of Phase 2 malicious classification. 1
02:34, 30 October 2017 Phase2maldec2CM.PNG (file) 15 KB Confusion matrix for Phase 2 malicious detection. 1
02:34, 30 October 2017 Phase2maldecPrecisionRecall.PNG (file) 15 KB Precision and recall results for Phase 2 malicious detection. 1
02:34, 30 October 2017 Phase2maldecConfidence.PNG (file) 43 KB Testing accuracy for each confidence boundary of Phase 2 malicious detection. 1
02:36, 30 October 2017 Phase3appCM.PNG (file) 101 KB Confusion matrix for Phase 3 application classification. 1
02:37, 30 October 2017 Phase3appPrecisionRecall.PNG (file) 26 KB Precision and recall results for Phase 3 application classification. 1
02:37, 30 October 2017 Phase3appConfidence.PNG (file) 41 KB Testing accuracy for each confidence boundary of Phase 3 application classification. 1
02:39, 30 October 2017 Phase3malCM.PNG (file) 74 KB Confusion matrix for Phase 3 malicious classification. 1
02:39, 30 October 2017 Phase3malPrecisionRecall.PNG (file) 24 KB Precision and recall results for Phase 3 malicious classification. 1
02:39, 30 October 2017 Phase3malConfidence.PNG (file) 38 KB Testing accuracy for each confidence boundary of Phase 3 malicious classification. 1
02:40, 30 October 2017 Phase3maldecCM.PNG (file) 18 KB Confusion matrix for Phase 3 malicious detection. 1
02:41, 30 October 2017 Phase3maldecPrecisionRecall.PNG (file) 19 KB Precision and recall results for Phase 3 malicious detection. 1
03:26, 30 October 2017 Phase2malCM.PNG (file) 77 KB   1
03:53, 30 October 2017 Phase 3 data representation.png (file) 1.24 MB An overview of how data was arranged in an image. 2