For the extractive automatic summarization, a sentence modeling method based on probabilistic topic model is given to find the latent topics underlying the corpus. Based on the topic model, sentence scoring and redundancy reducing are also studied in this thesis.
在自动文摘的研究中,提出了一种基于概率主题模型的句子建模方法来挖掘文档集潜在的主题结构,在该主题模型的基础上,进一步研究了句子权重的计算方法和文摘的冗余消除方法。
参考来源 - 基于生成性概率模型的句法分析和多文档自动文摘研究This paper has made the following literature data oriented research works:1) With the study on some classical probabilistic generative topic models, we used the conference information in the literature data, design a new topic model called Conference-Author-Topic model.
本文主要针对文献数据,进行了一些挖掘研究和分析,主要的工作内容,创新贡献如下:1)引入文献数据中的会议信息到主题模型中,提出了Conference-Author-Topic的主题抽取模型,不仅可以获得文献数据整体的主题信息,同时也挖掘了作者和会议的主题分布。
参考来源 - 基于主题模型的模块化网络和社区挖掘研究·2,447,543篇论文数据，部分数据来源于NoteExpress
订阅与主题模型之间需要包括一个一对多关系。
A one-to-many relationship needs to be included between the subscription and subject models.
既然已经建立了主题模型检验，就可以使用断言实际测试上面的检验了。
Now that we have the subject model validation in place, we can actually test the above validation using an assertion.
发布者通常向消息添加一个主题头部，根据通知的主题模型或分类模式确定该消息的类别。
Publishers typically add a topic header to the message that classifies the message according to the topic model or classification scheme of the notifications.
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