摘要:
A system for guiding a search for information is presented. The system comprises a user interface that accepts a phrase and receives at least one suggestion based at least in part on the phrase. The system also includes a phrase suggestion engine that matches the phrase with the at least one suggestion. Methods of using the system are also provided.
摘要:
A unique ranking system and method that facilitates improving the ranking and ordering of objects to further enhance the quality, accuracy, and delivery of search results in response to a search query. The system and method involve monitoring and tracking an object in terms of the number of times it's been accessed and optionally by whom, when, for how long, and an access rate. The user's interaction with the object can be tracked as well. By tracking the objects, a popularity measure can be determined. Popularity based rankings can be computed based on the popularity measure or some function thereof. The popularity measure can be affected by the access time, who accessed it, access duration or the user's interaction with the object upon access. The popularity based rankings can be utilized by a search component to improve the quality and retrieval of search results.
摘要:
The subject disclosure pertains to systems and methods for facilitating training of machine learning systems utilizing pairwise training. The number of computations required during pairwise training is reduced by grouping the computations. First, a score is generated for each retrieved data item. During processing of the data item pairs, the scores of the data items in the pair are retrieved and used to generate a gradient for each data item. Once all of the pairs have been processed, the gradients for each data item are aggregated and the aggregated gradients are used to update the machine learning system.
摘要:
The subject disclosure pertains to scrutinizing results generated or otherwise provided by a computer. A mechanism is provided that enables users to validate computer-based information. Users can receive a validity metric associated with computer generated or provided results indicative of the veracity of such results. Validation systems and methods are disclosed to facilitate determining the veracity of results including those that employ humans (e.g., referrals, voting . . . ) and/or automated means (e.g., source analysis, data mining . . . ).The disclosure also provides a mechanism for guiding computer searches (e.g., web, Internet, intranet . . . ). Machine learning and reasoning mechanisms are employed together with a search engine to facilitate intelligent guidance of queries and results based on a query and responses to computer generated inquires.
摘要:
An approach is provided for associating structured information as feature-value pairs with advertisements at an advertisement system that provides advertisements for presentation with primary content. Feature-value pairs corresponding with advertisements describe features of the products or services associated with the advertisements. The feature-value pairs may be used by the advertisement system in a number of different manners, including, among other things: using the feature-value pairs during selection of advertisements for presentation with primary content: allowing users to sort and/or filter advertisements during presentation with primary content based on the associated feature-value pairs; exposing additional information with the advertisements; facilitating fraud detection for the advertisement system; and enabling a hybrid pricing model.
摘要:
Systems, methods, and computer-readable media for calculating charges for advertisements are provided. The historical performance (such as CTR) of an online advertisement is utilized to calculate accurate performance prediction, in turn used to calculate the current cost per selection (click-through) of the advertisement. The current cost per selection may be multiplied by the total number of times the advertisement has been presented to user(s) to determine the adjusted revenue total for the advertisement. In embodiments, the charge due for the advertisement is the adjusted revenue total for the advertisement less the amount of revenue previously received for the advertisement.
摘要:
An advertising package can contain multiple levels of advertisements ranging from small, unobtrusive ads at initial levels, to larger, more complex and more informative ads at subsequent levels. Viewers of a web page, or users of an ad-sponsored program, can initially be presented with a first level advertisement. User triggering actions can cause the display of a subsequent level advertisements that can provide further information without leaving the context of the web page or ad-sponsored program. The levels of advertisements displayed to a user can offer a more precise measure of user interest, and can be the basis by which future ad packages are tuned, and can be the basis of more tiered financial agreements between the advertiser and the publisher.
摘要:
Methods and systems in search marketing which permit advertisers to provide advertisements to a search engine, as well as bids associated with the advertisements themselves, are provided. Advertisements are selected for presentation when they are determined to be relevant and payment for presentation is due only upon the conditions of the bid being met. If desired, advertisers may be permitted to provide, in addition to an advertisement, one or more destination pages associated with selection of the advertisement. In this case, relevance can be determined not only on the basis of the content of the advertisement itself, but also on the content of the destination page(s).
摘要:
The present invention leverages relevance data to provide enhanced search query results based on relevancy to a specific entity via an entity-specific tunable search. This allows an entity to retrieve information that is of more value to that entity, in a faster and more efficient manner. The entity itself can be an individual user, a grouping of users, and/or an enterprise and the like. In one instance of the present invention, entity-specific relevance information is determined via employment of similarity of the entity to another entity or group of entities. Interest levels and/or satisfaction levels of similar entities can also be utilized along with similarity information to facilitate in deriving the relevance information.
摘要:
An approach is provided for associating structured information as feature-value pairs with advertisements at an advertisement system that provides advertisements for presentation with primary content. Feature-value pairs corresponding with advertisements describe features of the products or services associated with the advertisements. The feature-value pairs may be used by the advertisement system in a number of different manners, including, among other things: using the feature-value pairs during selection of advertisements for presentation with primary content: allowing users to sort and/or filter advertisements during presentation with primary content based on the associated feature-value pairs; exposing additional information with the advertisements; facilitating fraud detection for the advertisement system; and enabling a hybrid pricing model.