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US8510237 Patents

Methods and devices for accelerating web page rendering include processing web pages and gathering web page ele ment information, performing machine learning analysis on the gathered web page element information to identify pat terns in layout independence correlated to web page element information, and training a classifier to predict Sub-tree inde pendence based on element information in a web page Script. The predicted Sub-tree independence may be used to concur rently process portions of a web page to be rendered to reduce the time required to render the page. Sub-trees may be con ditional

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