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Spam Deobfuscation Wissam Kazan Daniel Woods. Problem Description Example Spam Text: Get your Viagra pills here When Obfuscated: G3t y0u*r \/|aGrra Pi11z.

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Presentation on theme: "Spam Deobfuscation Wissam Kazan Daniel Woods. Problem Description Example Spam Text: Get your Viagra pills here When Obfuscated: G3t y0u*r \/|aGrra Pi11z."— Presentation transcript:

1 Spam Deobfuscation Wissam Kazan Daniel Woods

2 Problem Description Example Spam Text: Get your Viagra pills here When Obfuscated: G3t y0u*r \/|aGrra Pi11z |-|eer Problem: Reverse Obfuscation so Spam Filters Work

3 Decoding G3t y0u*r \/|aGrra Pi11z |-|eer xxxxxxxxxxxxxxx?xxxxxxxxxxxxxxx Alignment G3t y0u*r \/|aGrra Pi11z |-|eer Get you-r V-iagr-a pills h--ere Solution Breakdown

4 Alignment Example Original Text: Wissam Obfuscated Text: VV|sS/\m Naive Alignment: Wissa--m EM Alignment: W-issa-m Correct Alignment: W-issa-m (Result 1.4% error at 37.7% obfuscation)

5 Example: G3t y0u*r \/|aGrra Pi11z |-|eer Maximum Likelihood HMM (Viterbi) G -> e -> t -> _ -> y –> o ->... | | | G 3 t _ y 0... Decoding Approaches Get y xx?xx Get y xx?xx Get_y xx?xx Get y xx?xx

6 Results (37.7% Obfuscation)

7 Example Result Obfuscated Text: a"bbove diGs{lqaiim3rss and+ e+XclAusXi70Nsd may nQoSt Apxply Correct Test: above disclaimers and exclusions may not apply HMM Prediction: abbove dislaimerss and tclusiond may not pply


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