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In this scenario, if a person had been to begin getting into the same word sequence as that of the previously entered document, the predictions generated by the predictor 1 can be the same as these generated for the previously entered doc . For densely populated vector areas, cosine similarity values can tend in the course of the upper certain, occupying a somewhat small band close to 1. In such circumstances it could be essential to map the similarity values right into a wider range. A simple linear perform could be used to carry out this mapping. The present invention represents a major enhancement over techniques during which text predictions are ordered solely on the basis of recency or frequency.
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The methodology according to claim 14, wherein if the text prediction is a phrase, the generation of a Prediction Vector further comprises averaging the context vectors corresponding to every term throughout the phrase. The method based on declare eleven, wherein the vector map is a Random Indexing Term-Vector Map, and generating a vector map comprises producing context vectors utilizing Random Indexing. The system based on declare 4, wherein if the textual content prediction is a phrase, the processor is configured to generate a Prediction Vector comprising a median of the context vectors corresponding to every time period within the phrase. The overall likelihood mass assigned to the entire set of predictions (0.67) remains unchanged. Furthermore, the likelihood mass assigned to the group of predicted terms that are found within the Random Indexing Term-Vector Map 7 remains unchanged.
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