公开(公告)号：US10394913B1

公开(公告)日：2019-08-27

申请号：US15210841

申请日：2016-07-14

Applicant: Amazon Technologies, Inc.

Inventor： Vineet Shashikant Chaoji ,  Sivaramakrishnan Kaveri ,  Vineet Khare ,  Gourav Roy ,  Saurabh Sohoney ,  Andrew Dennis Willingham

IPC: G06F16/00 ,  G06F16/9535 ,  G06F7/24 ,  G06F17/16 ,  G06F17/18 ,  G06F16/2457

Abstract: Features are provided for the analysis of collections of data and automatic grouping of data having certain similarities. A collection of data regarding user interactions with item-specific content can be analyzed. The analysis can be used to identify groups of items that are of interest to groups of similar users and/or to identify groups of users with demonstrated interests in groups of similar items. Data may be analyzed in a “bottom-up” manner in which correlations within the data are discovered in an iterative manner, or in a “top-down” manner in which desired top-level groups are specified at the beginning of the process. A bottom-up process may also be distributed among multiple devices or processors to more efficiently discover groups when using large collections of data.

公开(公告)号：US10037321B1

公开(公告)日：2018-07-31

申请号：US15484002

申请日：2017-04-10

Applicant: Amazon Technologies, Inc.

Inventor： Bigyan Bhar ,  Saurabh Sohoney

IPC: G06F17/27

CPC classification number: G06F17/2785 ,  G06F17/2705 ,  G06F17/271 ,  G06F17/274

Abstract: Techniques for determining a maturity level of a text string may be provided. For example, the text string may be associated with an electronic book or story, script or closed captioning of a movie or television show, or other text associated with media. The system may analyze the text string to identify actions in the text (e.g., concepts of death, degree of violence, etc.), story complexity (e.g., number of characters, linear/non-linear story flow, etc.), vocabulary (e.g., unique words, complexity of terms, etc.), and other metrics to determine the objective maturity level associated with the text string. The maturity level and/or references to electronic books associated with the particular maturity level may be provided to users and/or used in additional processing and analysis.

公开(公告)号：US11704589B1

公开(公告)日：2023-07-18

申请号：US15463439

申请日：2017-03-20

Applicant: Amazon Technologies, Inc.

Inventor： Saurabh Sohoney ,  Vineet Shashikant Chaoji ,  Pranav Garg

IPC: G06N20/00 ,  G06F21/57 ,  G06Q30/06 ,  G06Q30/0601

CPC classification number: G06N20/00 ,  G06F21/577 ,  G06Q30/0601

Abstract: Disclosed are various embodiments for automatically identifying whether applications are static or dynamic. In one embodiment, code of an application is analyzed to determine instances of requesting data via a network in the application. Characteristics of the instances of requesting data via the network are provided to a machine learning model. The application is automatically classified as either dynamic or static according to the machine learning model.

公开(公告)号：US09672203B1

公开(公告)日：2017-06-06

申请号：US14557237

申请日：2014-12-01

Applicant: Amazon Technologies, Inc.

Inventor： Bigyan Bhar ,  Saurabh Sohoney

IPC: G06F17/27

CPC classification number: G06F17/2785 ,  G06F17/2705 ,  G06F17/271 ,  G06F17/274

Abstract: Techniques for determining a maturity level of a text string may be provided. For example, the text string may be associated with an electronic book or story, script or closed captioning of a movie or television show, or other text associated with media. The system may analyze the text string to identify actions in the text (e.g., concepts of death, degree of violence, etc.), story complexity (e.g., number of characters, linear/non-linear story flow, etc.), vocabulary (e.g., unique words, complexity of terms, etc.), and other metrics to determine the objective maturity level associated with the text string. The maturity level and/or references to electronic books associated with the particular maturity level may be provided to users and/or used in additional processing and analysis.