【摘 要】
:
The task of automatic keyword extraction can be described as: given a document,the extractor is expected to automatically pick up several words that can most represent the content.Traditional methods
【机 构】
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School of Electric Information and Electrical Engineering,Shanghai JiaoTong University
【出 处】
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2014年国际计算机科学与软件工程学术会议
论文部分内容阅读
The task of automatic keyword extraction can be described as: given a document,the extractor is expected to automatically pick up several words that can most represent the content.Traditional methods in this sphere did not consider the semantic relationship between words.In this paper,we proposed a keyword extraction approach that took semantic association into account.We brought word embedding into this task based on the observation that articles authors always use different expressions which have the same meaning to make the content less tedious,particularly in Chinese.By using word embeddings we can easily calculate the distance between two words,which makes it convenient to find the semantic relationship between words.Experiment results shows that our approach is more reasonable and can grasp more semantic information in the document,comparing to traditional statistical methods.
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