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Leveraging word patterns in the language of popular influencers to predict popular trends

机译:利用流行影响者语言中的单词模式来预测流行趋势

摘要

Popular trends are predicted by leveraging the language of influencers as found in their electronic publications such as social media, blogs, etc. A list of influencers in a given field is curated along with a lexicon of the field which includes product names and associated modifiers. Natural language processing is performed on the current publications to identify a particular word combination based on syntactic relationships. The current usage frequency of the particular word combination is compared to a historical usage frequency derived from a baseline. If the current usage frequency is significantly higher, an alert is generated indicating that the particular word combination represents a candidate trend. The word combination may be a syntactic n-gram. The current usage frequency is based on a first, recent time window, and the historical usage frequency is based on a second time window preceding the first time window.
机译:可以通过利用影响者的语言来预测流行趋势,这些影响者的语言可以在社交媒体,博客等电子出版物中找到。指定领域中的影响者列表以及该领域的词典,包括产品名称和相关修饰符。在当前出版物上执行自然语言处理,以基于句法关系识别特定的单词组合。将特定单词组合的当前使用频率与从基线得出的历史使用频率进行比较。如果当前使用频率明显更高,则生成警报,指示特定单词组合代表候选趋势。单词组合可以是语法n-gram。当前使用频率基于第一最近时间窗口,而历史使用频率基于第一时间窗口之前的第二时间窗口。

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