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基于"完整-可靠度"的关联规则评价研究

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针对现有关联规则评价指标较少关注数据间关联关系的局限性,提出新的关联规则度量指标--完整度和可靠度,构建"完整-可靠度"评价体系,对关联规则数据集中规则的完整程度进行度量,并对规则结果的可靠程度进行量化评估.通过在雷电数据关联规则挖掘结果中验证评价效果,结果表明,"完整-可靠度"评价体系可对关联规则进行多层次评估,有效实现对关联规则挖掘结果的查漏补缺,提高规则的准确性和可用性,为雷击灾害的预测与防护工作提供有力决策支撑.
Research on the Evaluation of Association Rules Based on"Integrity-Reliability"
In mining association rules,less attention was paid to the relationship between rules by the evaluation indicators.In view of this,two new evaluation indexes were proposed.The definitions and calculation methods for integrity and reliability were introduced.A"com-pleteness-reliability"evaluation system was constructed to determine the level of completeness of the association relationship reflected by the association rule within the data set,and to quantitatively evaluate the reliability of rule results.By validating the evaluation effect in the associ-ation rule mining results of lightning data,the results indicated that the"completeness-reliability"evaluation system assessed association rules at multiple levels,effectively achieved loophole detection and improvement in association rule mining results,enhanced the accuracy and usability of rules,and provided strong decision support for lightning disaster prediction and prevention work.

association rulesthe"integrity-reliability"evaluation systemrule result evaluationlightning activity prediction

冯莞舒

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广州市城市规划勘测设计研究院,广东 广州 510060

关联规则 "完整-可靠度"规则评价体系 规则结果评价 雷电活动预测

2024

城市勘测
中国城市规划协会 武汉市测绘研究院

城市勘测

影响因子:0.488
ISSN:1672-8262
年,卷(期):2024.(6)