Tier 1 accuracy 7/18 38.89% Tier 2 accuracy 7/18 38.89% Tier 3 accuracy 7/18 38.89% Tier 4 accuracy 7/18 38.89%
Plus PLEN for TCP tests only.
Tier 1 accuracy 9/18 50.00% Tier 2 accuracy 10/18 55.56% Tier 3 accuracy 7/18 38.89% Tier 4 accuracy 7/18 38.89%
Plus PLEN for all tests.
Tier 1 accuracy 18/18 100.00% Tier 2 accuracy 18/18 100.00% Tier 3 accuracy 16/18 88.89% Tier 4 accuracy 16/18 88.89%
Plus TCP_MSS.
Tier 1 accuracy 18/18 100.00% Tier 2 accuracy 18/18 100.00% Tier 3 accuracy 16/18 88.89% Tier 4 accuracy 16/18 88.89%
Plus 8 new training examples (and 3 removed).
Tier 1 accuracy 22/23 95.65% Tier 2 accuracy 23/23 100.00% Tier 3 accuracy 22/23 95.65% Tier 4 accuracy 22/23 95.65%
Plus Debian 2.6.34.1 example.
Tier 1 accuracy 23/24 95.83% Tier 2 accuracy 24/24 100.00% Tier 3 accuracy 22/24 91.67% Tier 4 accuracy 22/24 91.67%
Plus OS X 10.6.8 example.
Tier 1 accuracy 24/25 96.00% Tier 2 accuracy 24/25 96.00% Tier 3 accuracy 21/25 84.00% Tier 4 accuracy 21/25 84.00%
None for missing replies.
Tier 1 accuracy 24/25 96.00% Tier 2 accuracy 24/25 96.00% Tier 3 accuracy 21/25 84.00% Tier 4 accuracy 21/25 84.00%
Add remaining TCP probes to feature set.
Tier 1 accuracy 25/25 100.00% Tier 2 accuracy 25/25 100.00% Tier 3 accuracy 24/25 96.00% Tier 4 accuracy 24/25 96.00%
Add TCP options features.
Tier 1 accuracy 25/25 100.00% Tier 2 accuracy 25/25 100.00% Tier 3 accuracy 24/25 96.00% Tier 4 accuracy 24/25 96.00%
Plus scanme example.
Tier 1 accuracy 26/26 100.00% Tier 2 accuracy 26/26 100.00% Tier 3 accuracy 25/26 96.15% Tier 4 accuracy 25/26 96.15%
Test with -s 0 (L2-regularized L2-loss support vector classification (dual)) instead of -s 0 (L2-regularized logistic regression (primal))
Tier 1 accuracy 18/26 69.23% Tier 2 accuracy 22/26 84.62% Tier 3 accuracy 6/26 23.08% Tier 4 accuracy 8/26 30.77%
Plus melchior training example.
Tier 1 accuracy 27/27 100.00% Tier 2 accuracy 27/27 100.00% Tier 3 accuracy 26/27 96.30% Tier 4 accuracy 26/27 96.30%
Plus OS X firewalled training example.
Tier 1 accuracy 28/28 100.00% Tier 2 accuracy 28/28 100.00% Tier 3 accuracy 26/28 92.86% Tier 4 accuracy 26/28 92.86%
Plus Debian wheezy training example.
Tier 1 accuracy 29/29 100.00% Tier 2 accuracy 29/29 100.00% Tier 3 accuracy 27/29 93.10% Tier 4 accuracy 27/29 93.10%
Plus TC vectorization.
Tier 1 accuracy 29/29 100.00% Tier 2 accuracy 28/29 96.55% Tier 3 accuracy 26/29 89.66% Tier 4 accuracy 26/29 89.66%
Plus remote melchior example.
Tier 1 accuracy 31/31 100.00% Tier 2 accuracy 30/31 96.77% Tier 3 accuracy 29/31 93.55% Tier 4 accuracy 29/31 93.55%