26-12-2013 дата публикации
Номер: US20130346182A1
Multimedia features extracted from display advertisements may be integrated into a click prediction model for improving click prediction accuracy. Multimedia features may help capture the attractiveness of ads with similar contents or aesthetics. Numerous multimedia features (in addition to user, advertiser and publisher features) may be utilized for the purposes of improving click prediction in ads with limited or no history. 1. A system for click prediction comprising:a publisher server for providing a page that includes at least one advertisement slot;an advertisement server for providing an advertisement; and an extractor that extracts multimedia features from the advertisement;', 'a comparator that compares at least one of the advertisement, the multimedia features, or the at least one advertisement slot with historical click history data; and', 'a modeler that utilizes a click prediction model that incorporates the multimedia features and the comparison with the historical click history data., 'a click predictor comprising2. The system of wherein the comparator compares the multimedia features of the advertisement with historical click history from advertisements with similar multimedia features.3. The system of wherein the modeler generates the click prediction model.4. The system of wherein the multimedia features comprise at least one of image features claim 1 , flash features claim 1 , mixture component features claim 1 , or conjunction features.5. The system of wherein the image features comprise global features that apply to an entire image or local features that apply to segments of the entire image.6. The system of wherein the image features comprise at least one of brightness claim 5 , saturation claim 5 , colorfulness claim 5 , naturalness claim 5 , contrast claim 5 , sharpness claim 5 , texture claim 5 , grayscale simplicity claim 5 , color simplicity claim 5 , color harmony claim 5 , or hue claim 5 , further wherein any of these image features ...
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