Systems and methods for determining relative placement of content items on a rendered page
a technology of content items and relative placement, applied in the field of computing environments, can solve the problems of content providers being unable to view the bids that are being placed by their competitors, all of the risk resides with the search engine, and the probability that a user will access the information associated with a particular content item or descriptor may be difficult to determin
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[0043] The present invention provides systems and methods for determining the placement of content items or descriptors, e.g., advertisements and / or images, on a rendered page (e.g., a web page) relative to other content items on the page. Additionally, the present invention provides systems and methods for determining relative placement of content items on a rendered page based upon bid value, the bid values being determined based upon a plurality of pricing models. The present invention further provides systems and methods for estimating click-through-rates for content items to be placed on a rendered page based, in part, upon observed data. Still further, the present invention provides systems and methods for introducing randomness into the relative placement of content items based upon bid value. Additionally, the present invention provides systems and methods for determining bid values based upon one or more targeting attributes for which a bidder may desire to place an increme...
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