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GLOBAL AND TOPICAL RANKING OF SEARCH RESULTS USING USER CLICKS

机译:使用用户点击的全局和最佳搜索结果排名

摘要

To estimate, or predict, the relevance of items, or documents, in a set of search results, relevance information is extracted from user click data, and relational information among the documents as manifested by an aggregation of user clicks is determined from the click data. A supervised approach uses judgment information, such as human judgment information, as part of the training data used to generate a relevance predictor model, which minimizes the inherent noisiness of the click data collected from a commercial search engine.
机译:为了估计或预测一组搜索结果中的项目或文档的相关性,从用户点击数据中提取相关性信息,并从点击数据中确定由用户点击汇总所显示的文档之间的关系信息。 。有监督的方法将诸如人类判断信息之类的判断信息用作用于生成相关性预测器模型的训练数据的一部分,该模型将从商业搜索引擎收集的点击数据的固有噪声降至最低。

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