کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
385757 660872 2011 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Preprocessing expert system for mining association rules in telecommunication networks
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Preprocessing expert system for mining association rules in telecommunication networks
چکیده انگلیسی

Recently, the application of association rules mining becomes an important research area in alarm correlation analysis. However, the original alarms in the telecommunication networks cannot be used to mine association rules directly. This paper proposes a novel preprocessing expert system model to deal with the original alarms. This model uses two important techniques, of which the time window technique is used for converting original alarms into transactions, and the neural network technique can classify the alarms with different levels according to the characteristics of telecommunication networks in order to mine the weighted association rules. Simulation results and the real-world applications demonstrate the effectiveness and practicality of this preprocessing expert system.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 38, Issue 3, March 2011, Pages 1709–1715
نویسندگان
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