Amazon Technologies, Inc.

A9.com, Inc.

Daniel R Parshall

Blair Livingstone Hotchkies

Brent Mills

Jason P Patrikios

Alexandru I Indrei

Sarah Graham Williams

Michael Lee Brundage

Sikandar Saifullah

Paul Daniel Jaye

John Michael Nilles

Dan Catalin Teodorescu

Sean Phillip Forde

Jennica Jane Pounds

David Aaron Lichterman

Michel Leonard Goldstein

Walter Manching Tseng

Rahul H Bhagat

Sachin Birendra Singh

Max Lee Kanter

Pongsakorn Teeraparpwong

David Charles Couvrette

Carl N Meister

Matthew W Amacker

Daniel Eric Rose

Rui Chen

Serguei B Stepaniants

Anil A Sewani

Luis Alejandro Acosta

Brent Robert Mills

Sebastian Kohlmeier

Michael Luis Collado

Kevin Donald Kelly

Kaigene Jennifer Lin

Kyle Leon Battisti

Kevin McAlister

Sikander Saifullah

Methods and systems for providing dynamic and category specific search suggestions are provided. According to one embodiment, a partial search query entered by a user can be used to determine a set of relevant search queries, which can be displayed as search suggestions within a search query suggestion window. Each query in the list can be associated with at least one specific category. According to various embodiments, the set of relevant queries and associated categories are dynamically updated as the user modifies the partial search query. Furthermore, each category is selectable by the user such that a detailed list of items associated only with the selected category can be displayed to the user.

Dynamic search suggestion and category specific completion

A computer-facilitated service selects, in response to a request to access user interface, an interaction element that can be presented via the user interface. The computer-facilitated service records information involving user interactions with the interaction element presented via the user interface. A model is applied to the recorded information to determine a classification of the user from a set of classifications that comprises human users and automated agents. The computer-facilitated service records an association between the user and the classification.

Detection of automated agents through interaction element presentation

Described are techniques for determining long-term effects of an experimental change to a user experience after the end of the experiment. A control state and a treatment state of a statistical hypothesis experiment may be assigned to first and second client devices, respectively, during an experiment time period. Subsequent to the end of the experiment, presentation of the control state may be discontinued. Result data corresponding to the treatment state may be determined during the experiment time period and for a length of time subsequent to the experiment time period. Result data corresponding to the control state may be determined during the experiment time period, and for a length of time prior to assignment of the control state to the first client device.

Systems for determining long-term effects in statistical hypothesis testing

Various embodiments are included for adjusting a search result user interface when a foreign language search query is detected. A search query associated with a search request is obtained. A language of the search query is identified. Search results are obtained from a site corresponding to the language. Additionally, a translation of the search query is obtained if allowed for a corresponding product category.

Adjusting search result user interfaces based upon query language

Disclosed are various embodiments for navigating a taxonomy using search queries. An unstructured search query is parsed in order to identify one or more categories of a taxonomy of a collection of items. Each one of the one or more categories is associated with a confidence score. When the confidence score meets a threshold, a pool of items is selected from a respective one of the one or more categories. When no confidence score meets the threshold, the pool of items is selected from the collection of items.

Navigating a taxonomy using search queries

Various embodiments for adjusting a search result user interface when a foreign language search query is detected. A search query associated with a search request is obtained. A language of the search query is identified. An search result user interface is generated using a foreign language template when the language varies from an expected language. The search result user interface includes results based on the foreign language search query.

Disclosed are various embodiments for predictive page loading. Text entered by a user into a search query form is captured. If an evaluation of the size of the captured text or identity of characters in the captured text in accordance with a confidence criteria indicates that the confidence criteria is met, a speculative search query is provided to a server. The speculative search query includes a selected suggested search term. A received plurality of speculative search results is rendered in a hidden portion of a browser window. In response to receiving a user instruction to execute a committed search query that includes the at least one selected suggested search term, at least a portion of the received plurality of speculative search results is rendered in a visible portion of the browser window.

Predictive page loading based on text entry and search term suggestions

Disclosed are various embodiments for predictive page loading. A number of speculative search queries are provided to a server. Each speculative search query includes one of a plurality of suggested keywords. The number of speculative search queries is based on the number of suggested keywords. Responses corresponding to the speculative search queries are obtained. Each response includes a corresponding plurality of speculative search results. A portion of speculative search results from more than one of the responses is rendered in a hidden portion of a browser window. The portion of the speculative search results is rendered in a visible portion of the browser window in response to receiving a user instruction to execute a committed search query that includes a suggested keyword in one of the speculative queries.

Predictive page loading based on suggestion data

Disclosed are various embodiments for predictive network page loading. Content corresponding to a network request is obtained. A next network page associated with the obtained page content is predicted. If the prediction is confident relative to a predetermined confidence threshold, then a first network page is generated. The first network page includes the page content corresponding to the network request and a portion of content for the predicted network page. The generated first network page is provided to a client. A request for another network page is received. If the another network page in the request corresponds to the predicted next network page, a second network page is generated. The second network page includes the remainder of the content for the predicted page content.

Predictive page loading based on navigation

Effective color-aware search of a collection of content associated with one or more images is enabled. Content and/or its associated images may be automatically associated with representative palette colors in a suite of color palettes. Color palettes may be of a variety of types and have a hierarchical structure in which lower levels enable increasingly subtle distinctions between shades of color. Color palette hierarchies may be effectively presented, and appropriate portions emphasized based on associated search result sets. Search result sets may be refined and/or reordered in accordance with color palette selections and/or representative confidences of color palette selections for items at least referenced therein.

Color palette maps for color-aware search

Disclosed are various embodiments of adjusting a search result user interface when a foreign language search query is detected. A search query associated with a search request is obtained. A language of the search query is identified. An alternative search result user interface is generated when the language varies from an expected language. Additionally, an alternative search query can be generated that is based at least in part upon the originally submitted search query.

Disclosed are various embodiments for generating search results when a search string fails to return results as entered. In a representative example, a failure of a first query generated from a search string to identify at least a predefined threshold number of items from among a plurality of items in a data store is detected in a computing device. A plurality of altered versions of the search string is generated in the computing device. A submission of a plurality of second queries to the data store is implemented, where each of the second queries corresponds to one of the altered versions of the search string. A presentation is generated to be rendered of at least two separate groups of items resulting from corresponding ones of the second queries.

Implementation of a search for items

A collection of items may be categorized according to a category hierarchy. A search of the items may be explicitly associated with a particular category in the hierarchy or else unassociated. A set of refinements may be available, for example, to help narrow the search. Refinements may be applicable to items in linked categories. Refinements may be surfaced based at least in part on linked categories associated with the search. Refinements may be surfaced when the search is unassociated with a particular category. For example, a possibly relevant set of categories may be determined. Refinements may be surfaced according to a variety of ordering criteria.

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Redmond, WA, United States of America

Daniel R Parshall