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一种基于朴素贝叶斯分类的性能预测方法
引用本文:李祥,周波.一种基于朴素贝叶斯分类的性能预测方法[J].计算机应用与软件,2011,28(1):231-234,290.
作者姓名:李祥  周波
作者单位:浙江大学计算机科学与技术学院,浙江,杭州,310030
摘    要:基于朴素贝叶斯分类提出了一种复杂应用系统的性能预测方法.利用应用系统性能测试的结果作为训练集,引入朴素贝叶斯分类方法训练分类器,再将该分类器包装成预测模块嵌入应用系统,对响应时间等多种性能属性进行预测.与传统方法相比,该方法具有准确度高、构造简单、效率高、鲁棒性强、松耦合等优势.在针对金融报表系统的对比实验中准确率达到...

关 键 词:性能预测  性能测试  机器学习  朴素贝叶斯

A PERFORMANCE PREDICTION METHOD BASED ON NAIVE BAYES CLASSIFICATION
Li Xiang,Zhou Bo.A PERFORMANCE PREDICTION METHOD BASED ON NAIVE BAYES CLASSIFICATION[J].Computer Applications and Software,2011,28(1):231-234,290.
Authors:Li Xiang  Zhou Bo
Affiliation:Li Xiang Zhou Bo(College of Computer Science and Technology,Zhejiang University,Hangzhou 310030,Zhejiang,China)
Abstract:This paper proposes a performance prediction method based on Naive Bayesian classifier for complex application system.In this method,a training set is collected using the result of performance test of application system.Naive Bayes method is introduced to train the classifier,and then the trained classifier is packaged to a prediction module and embedded into the system to predict various performance properties such as the response time,etc.Compared with traditional methods,our method shows a variety of sup...
Keywords:Performance prediction Performance test Machine learning Naive Bayes  
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