| Publisher | Microsoft | ||
|---|---|---|---|
| Format | 76.1KB PDF | Date added | 01 May 2006 |
| Topics | TCP - IP | ||
| Downloads | 9 | ||
There are thousands of network protocols in active use on the internet. System administrators often need to extract information from particular fields in such protocols without having sufficient information or time to programmatically parse the packets. This paper proposes an active learning framework to perform this extraction in an unknown protocol, in which the user presents the system with a small number of labeled instances. The system then automatically generates an abundance of features and negative examples; it then use a boosting approach for feature selection and classifier combination. The system then displays its results for the user to correct and/or add new examples and iterate.
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