Adaptive user interface for real-time search relevance feedback
First Claim
1. A non-transitory computer readable storage media having computer readable code thereon for dynamically modifying search results, comprising code for:
- receiving user computer input for use as search terms from a user;
accessing a database with the search terms;
providing a set of search result objects to a database;
displaying a first portion of the set of search result objects to the user on a device display;
monitoring user computer inputs to determine whether any of said objects is selected by said user;
compiling, with a computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips;
before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display;
wherein the first portion of the set of search result objects previously displayed to the user on a device display is not displayed as re-ranked on the device display;
compiling, with the computer, said re-ranked second portion of the set of search result objects; and
displaying to said user on the device display the second portion of re-ranked objects;
wherein objects not selected by the user in said first portion displayed before display of objects beyond said first portion are assigned a negative weight; and
compiling information to infer user intent based on analyzing the content of objects the user skips.
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Abstract
A method and apparatus for dynamically adjusting the user interface of a search engine in order to effectively communicate the improved relevancy achieved through real-time implicit re-ranking of search results is described. Real-time implicit re-ranking occurs without delay after every user action as the search is being conducted, so finding methods of immediately altering the search page without disrupting the user experience is important. Graphical icons next to search results are employed to enable generating and removing re-ranked results, referred to as “recommended” search results. Clusters based on the real-time user model are also displayed to facilitate query reformulations. Sponsored links are selected using the real-time user model along with a combination of RPC and CTR information and are displayed in a manner similar to the organic results, or used to replace the initial sponsored links altogether.
89 Citations
6 Claims
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1. A non-transitory computer readable storage media having computer readable code thereon for dynamically modifying search results, comprising code for:
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receiving user computer input for use as search terms from a user; accessing a database with the search terms; providing a set of search result objects to a database; displaying a first portion of the set of search result objects to the user on a device display; monitoring user computer inputs to determine whether any of said objects is selected by said user; compiling, with a computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips; before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display; wherein the first portion of the set of search result objects previously displayed to the user on a device display is not displayed as re-ranked on the device display; compiling, with the computer, said re-ranked second portion of the set of search result objects; and displaying to said user on the device display the second portion of re-ranked objects; wherein objects not selected by the user in said first portion displayed before display of objects beyond said first portion are assigned a negative weight; and compiling information to infer user intent based on analyzing the content of objects the user skips.
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2. A non-transitory computer readable storage media having computer readable code thereon for dynamically modifying search results, comprising code for:
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receiving user computer input for use as search terms from a user; accessing a database with the search terms; providing a set of search result objects to a database; displaying a first portion of the set of search result objects to the user on a device display; monitoring user computer inputs to determine whether any of said objects is selected by said user; compiling, with a computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips; before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display; wherein the first portion of the set of search result objects previously displayed to the user on a device display is not displayed as re-ranked on the device display; compiling, with the computer, said re-ranked second portion of the set of search result objects; and displaying to said user on the device display the second portion of re-ranked objects; code for using terms from the title and display text corresponding to objects skipped by a user as negative subordinate keywords; and code for reducing the ranking of search results objects containing said negative subordinate keywords.
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3. A non-transitory computer readable storage media having computer readable code thereon for dynamically modifying search results, comprising code for:
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receiving user computer input for use as search terms from a user; accessing a database with the search terms; providing a set of search result objects to a database; displaying a first portion of the set of search result objects to the user on a device display; monitoring user computer inputs to determine whether any of said objects is selected by said user; compiling, with a computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips; before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display; wherein the first portion of the set of search result objects previously displayed to the user on a device display is not displayed as re-ranked on the device display; compiling, with the computer, said re-ranked second portion of the set of search result objects; displaying to said user on the device display the second portion of re-ranked objects; and cumulatively using analysis of user intent to re-rank said set of search result objects based on subsequent objects said user clicks on and skips.
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4. A method for dynamically modifying search results, comprising:
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receiving user computer input for use as search terms from a user; accessing a database with the search terms; providing a set of search result objects to a database; displaying a first portion of the set of search result objects to the user on a device display; monitoring user computer inputs to determine whether any of said objects is selected by said user; compiling, with the computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips; before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display; wherein the first portion of the set of search result objects previously displayed to the user on the device display is not displayed as re-ranked on the device display; compiling, with the computer, said re-ranked second portion of the set of search result objects; displaying to said user on the device display the second portion of re-ranked objects; wherein objects not selected by the user in said first portion displayed before display of objects beyond said first portion are assigned a negative weight; and compiling information to infer user intent based on analyzing the content of objects the user skips.
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5. A method for dynamically modifying search results, comprising:
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receiving user computer input for use as search terms from a user; accessing a database with the search terms; providing a set of search result objects to a database; displaying a first portion of the set of search result objects to the user on a device display; monitoring user computer inputs to determine whether any of said objects is selected by said user; compiling, with the computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips; before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display; wherein the first portion of the set of search result objects previously displayed to the user on the device display is not displayed as re-ranked on the device display; compiling, with the computer, said re-ranked second portion of the set of search result objects; displaying to said user on the device display the second portion of re-ranked objects; and using terms from the title and display text corresponding to objects skipped by a user as negative subordinate keywords; and
reducing the ranking of search results objects containing said negative subordinate keywords.
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6. A method for dynamically modifying search results, comprising:
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receiving user computer input for use as search terms from a user; accessing a database with the search terms; providing a set of search result objects to a database; displaying a first portion of the set of search result objects to the user on a device display; monitoring user computer inputs to determine whether any of said objects is selected by said user; compiling, with the computer, information to infer user intent based on analyzing the content of at least one object the user selects or skips; before display of objects beyond said first portion of the search result objects, re-ranking a second portion of the set of objects based on said user inferred intent, the second portion being objects not previously displayed to the user on the device display; wherein the first portion of the set of search result objects previously displayed to the user on the device display is not displayed as re-ranked on the device display; compiling, with the computer, said re-ranked second portion of the set of search result objects; displaying to said user on the device display the second portion of re-ranked objects; and cumulatively using analysis of user intent to re-rank said set of search result objects based on subsequent documents said user clicks on and skips.
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Specification