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Automatic Dialogue System of Marriage Law Based on the Parallel C4.5 Decision Tree

机译:基于并行C4.5决策树的婚姻定律自动对话系统

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摘要

In order to realize real-time marriage legal consultation automatically, a marriage legal dialogue system based on the parallel C4.5 decision tree was designed in this paper. Firstly, the legal consultation problem is transformed into a classification task. Secondly, a legal consultation classification prediction model based on the parallel C4.5 decision tree algorithm was trained with MapReduce by collected data. Finally, a model based on the SVM algorithm, which has a strategy that was designed to provide automatic interaction for users, was designed to extract attribute value from the user's input. When a new user comes to consult, an automatic legal dialogue is launched to respond to user intelligently. The proposed system works well in some real applications, such as the divorce problem, and the experimental results show that it is outperforming the SVM and NB algorithm and more applicable than the other two algorithms. Moreover, the system can return consultation results with fewer questions asked to the user than some automatic legal consultation websites, which improves the efficiency of consultation.
机译:为了自动实现实时婚姻法律咨询,本文设计了基于平行C4.5决策树的婚姻法律对话系统。首先,法律咨询问题被转变为分类任务。其次,基于并行C4.5决策树算法的法律咨询分类预测模型用收集的数据接受MapReduce培训。最后,基于SVM算法的模型,该模型具有旨在为用户提供自动交互的策略,旨在从用户输入中提取属性值。当新用户来咨询时,启动了自动法律对话以智能地响应用户。所提出的系统在一些真正的应用程序中运行良好,例如离婚问题,实验结果表明它超越了SVM和NB算法,并且比其他两个算法更适用。此外,系统可以将咨询结果返回咨询结果,而不是某些自动法律咨询网站提出的较少问题,这提高了咨询效率。

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