Text relevance calculating method and device
A correlation calculation and correlation technology, applied in the field of Internet applications, can solve problems such as a large amount of storage space, aggravate sparseness, waste storage space, etc., and achieve the effect of saving storage space, avoiding feature sparseness, and improving computing speed.
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[0117] Embodiments of the present invention include:
[0118] For each pair of edited and marked short texts, calculate the aforementioned multiple correlation feature scores to form a feature vector;
[0119] Use each eigenvector to form M training samples, set the editing score as S(S∈[0,1]), then the The category of samples is marked as 1, and the remaining samples are marked as 0;
[0120] The weight w of each correlation feature is obtained by training the binary logistic regression model 1 ,w 2 ...w n and bias b;
[0121] For given two short texts T 1 , T 2 , first calculate its aforementioned multiple correlation feature scores R 1 , R 2 ...R n , and then use the Sigmoid function to calculate the final correlation score as
[0122] R ( T 1 , T 2 ) = 1 1 + ...
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