ESTIMATING EXPECTED PERFORMANCE OF ADVERTISEMENTS
First Claim
1. A computerized system for developing an advertisement performance prediction model configured to estimate expected performance of advertisements, the system comprising:
- an extracting component configured to extract at least one feature from a plurality of advertisements, one or more of the plurality of advertisements having at least one historical measure of performance; and
a developing component configured to develop the advertisement performance prediction model utilizing the extracted at least one feature and the at least one historical measure of performance for each of the plurality of advertisements.
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Abstract
Systems, methods, and computer-readable media for estimating expected advertisement performance of advertisements are provided. An advertisement performance prediction model is developed using features extracted from a sample set. Once developed, advertisements that are not a part of the sample set are identified and features are extracted there from. The features are then input into the advertisement performance prediction model and expected performance of the corresponding advertisement is estimated. In embodiments, the estimated expected advertisement performance may be used to appropriately rank the advertisement relative to a plurality of other advertisements such that the advertisement will be displayed according to the advertisement ranking.
272 Citations
20 Claims
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1. A computerized system for developing an advertisement performance prediction model configured to estimate expected performance of advertisements, the system comprising:
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an extracting component configured to extract at least one feature from a plurality of advertisements, one or more of the plurality of advertisements having at least one historical measure of performance; and a developing component configured to develop the advertisement performance prediction model utilizing the extracted at least one feature and the at least one historical measure of performance for each of the plurality of advertisements. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. A method for estimating expected performance of advertisements, the method comprising:
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receiving an advertisement; extracting at least one feature from the received advertisement; inputting the at least one extracted feature into an advertisement performance prediction model, wherein the advertisement performance prediction model is based upon extracted features, recognized information items and/or historical performance of a plurality of advertisements; and utilizing the advertisement performance prediction model to estimate expected performance of the received advertisement. - View Dependent Claims (10, 11, 12, 13, 14, 15, 16)
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17. One or more computer-readable media having computer-executable instructions embodied thereon that, when executed, perform a method for estimating expected performance of advertisements, the method comprising:
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identifying at least one advertisement having one or more recognized information items and/or performance measures associated therewith; extracting one or more features from the at least one advertisement; developing an advertisement performance prediction model based upon the one or more extracted features and at least one of the one or more recognized information items and/or performance measures; extracting at least one feature from a first advertisement that is different than the at least one advertisement; and estimating the expected performance of the first advertisement utilizing the advertisement performance prediction model. - View Dependent Claims (18, 19, 20)
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Specification