Information searching method and device
An information search and search request technology, applied in information search devices and information search fields, can solve the problems that search engines cannot effectively identify swiping click behavior, affect the accuracy of search engine sorting, and affect user search experience, etc., to reduce detection The effect of correcting upgrade cost, improving modeling accuracy, and improving generalization ability
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[0073] In order to make the above objects, features and advantages of the present application more obvious and comprehensible, the present application will be further described in detail below in conjunction with the accompanying drawings and specific implementation methods.
[0074] Some current search engines use a logistic regression (LR, Logistic Regression) model to estimate the click-through rate of the information based on the click-through and exposure data of the information, and sort the information according to the estimated click-through rate from high to low.
[0075] Let y represent whether the historical user clicks after browsing the information, f represents the information feature, and w represents the feature weight. The LR model uses the maximum likelihood to solve the feature weight w. The optimization target relationship (such as the expression) is as follows:
[0076]
[0077] Among them, y k Indicates the standard target of information k, if sample k...
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