Testing Intrusion detection systems
Тестирование систем обнаружения вторжений
2000-11-01
SCID: 54.1/jj4qpx94
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DARPA evaluationLincoln Laboratorycomparative evaluationintrusion detection systemstest data validation
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Abstract (AI)
In 1998 and again in 1999, the Lincoln Laboratory of MIT conducted a comparative evaluation of intrusion detection systems (IDSs) developed under DARPA funding. While this evaluation represents a significant and monumental undertaking, there are a number of issues associated with its design and execution that remain unsettled. Some methodologies used in the evaluation are questionable and may have biased its results. One problem is that the evaluators have published relatively little concerning some of the more critical aspects of their work, such as validation of their test data. The appropriateness of the evaluation techniques used needs further investigation. The purpose of this article is to attempt to identify the shortcomings of the Lincoln Lab effort in the hope that future efforts of this kind will be placed on a sounder footing. Some of the problems that the article points out might well be resolved if the evaluators were to publish a detailed description of their procedures and the rationale that led to their adoption, but other problems would clearly remain./par>
Key Findings
1
Questionable evaluation methods may have biased the reported comparative results of the intrusion detection systems.
2
Some shortcomings could be addressed through detailed publication of procedures and their rationale, while other problems would remain unresolved.
3
The 1998 and 1999 Lincoln Laboratory evaluations compared DARPA-funded intrusion detection systems but used methodologies whose validity remains unsettled.
4
The appropriateness of the evaluation techniques requires further investigation before similar intrusion detection assessments can be considered sound.
5
The evaluation published insufficient information about critical procedures, particularly validation of the test data.
Research Object
DARPA-funded intrusion detection systems evaluated by MIT Lincoln Laboratory in 1998 and 1999
Research Subject
Validity, methodological appropriateness, and potential bias of the comparative evaluation procedures and test-data validation
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2000-11-01
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