Reaction type search method and contents correlation technique based on contents relativity
A search method and correlation technology, applied in the field of web content correlation mining, can solve the problems of decision, difficult to learn ranking function effectively, lack of search results, etc.
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[0056] The query expansion mechanism of Feedback Search Engine (FSE) depends on the definition of the relevance of web page content. The present invention defines the content correlation between any two webpages according to the number of times that any two webpages are opened at the same time (in the same query event), that is, the more the number of simultaneous openings, the greater the content correlation between the two webpages. In practical applications, even if sparse representation is used, the size of the n×n webpage correlation matrix may be large, so it is necessary to use efficient dimensionality reduction methods (such as direct random mapping method, DRP) to compress it.
[0057] Usually search engine users will not randomly click on the links on the search result list, but make some purposeful judgment and choice. Users tend to click on the links that match their needs. Therefore, click data is a kind of implicit feedback that contains rich information. If the...
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