A Critical Study of Selected Classification Algorithms for Liver Disease Diagnosis

B. Ramana, P. Babu, Prof. N. B. Venkateswarlu
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引用次数: 139

Abstract

with Liver disease have been continuously increasing because of excessive consumption of alcohol, inhale of harmful gases, intake of contaminated food, pickles and drugs. Automatic classification tools may reduce burden on doctors. This paper evaluates the selected classification algorithms for the classification of some liver patient datasets. The classification algorithms considered here are Naive Bayes classifier, C4.5, Back propagation Neural Network algorithm, and Support Vector Machines. These algorithms are evaluated based on four criteria: Accuracy, Precision, Sensitivity and Specificity.
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肝病诊断选择分类算法的关键研究
由于过度饮酒、吸入有害气体、摄入受污染的食物、泡菜和药物,患肝病的人数不断增加。自动分类工具可以减轻医生的负担。本文对一些肝脏患者数据集的分类算法进行了评价。这里考虑的分类算法有朴素贝叶斯分类器、C4.5、反向传播神经网络算法和支持向量机。这些算法基于四个标准进行评估:准确性、精密度、灵敏度和特异性。
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