SYSTEM TO LABEL K-MEANS CLUSTERS WITH HUMAN UNDERSTANDABLE LABELS

    公开(公告)号:US20230153330A1

    公开(公告)日:2023-05-18

    申请号:US18097524

    申请日:2023-01-17

    CPC classification number: G06F16/285 G06N5/04 G06N20/00 G06F7/08

    Abstract: Disclosed herein are system, method, and apparatus for generating labels for k-means clusters. The method includes accessing a plurality of data records from a database repository, and storing the plurality of data records into at least one of primary or secondary memory associated with at least one computer processor performing the method, along with a cluster number for each data record. All data records having a same cluster number form a cluster, and each record has been categorized or designated a cluster number out of a total K number of clusters. The method includes for each of a plurality of classification features, performing cluster-based analysis for a first cluster with respect to a single feature to generate a single feature overlap score. The method includes sorting, grouping, and generating a naming label for the first cluster based on the predetermined number of features having the lowest overlap scores.

    DETECTION OF A THREAT IN A PHYSICAL ENVIRONMENT

    公开(公告)号:US20230136846A1

    公开(公告)日:2023-05-04

    申请号:US17453409

    申请日:2021-11-03

    Abstract: A user device may obtain sensor data related to a physical environment. The user device may process the sensor data to determine that a potential threat exists in the physical environment and a threat score associated with the potential threat. The user device may determine that the threat score satisfies a threat score threshold. The user device may obtain, based on determining that the threat score satisfies the threat score threshold, additional information related to the physical environment. The user device may generate, based on the additional information related to the physical environment and at least one of the sensor data, information indicating the potential threat in the physical environment, or the threat score associated with the potential threat, threat determination information associated with the physical environment. The user device may perform, based on the threat determination information associated with the physical environment, one or more actions.

    AUTOMATIC FILLING OF A FORM WITH FORMATTED TEXT

    公开(公告)号:US20230052224A1

    公开(公告)日:2023-02-16

    申请号:US17444780

    申请日:2021-08-10

    Abstract: In some implementations, a device may identify a form field, of a form, that is to be filled with text. The device may determine a formatting for the text that is to be used for filling the form field. The formatting for the text may be determined based on content that is indicative of the formatting that is to be used for filling the form field, or information relating to at least one previous filling of the form field that is associated with a successful submission of the form. The device may modify the text in accordance with the formatting that is determined to obtain formatted text. The device may cause filling of the form field with the formatted text.

    UTILIZING NATURAL LANGUAGE PROCESSING AND MACHINE LEARNING TO AUTOMATICALLY GENERATE PROPOSED WORKFLOWS

    公开(公告)号:US20220004954A1

    公开(公告)日:2022-01-06

    申请号:US16918686

    申请日:2020-07-01

    Abstract: A workflow generation system may receive communication data identifying a communication created by a user of a client device, and may process the communication data, with a machine learning model, to determine whether a workflow is needed and particular recipients to be included in the workflow. The machine learning model may be trained based on historical communication data, historical workflow data based on natural language processing, and historical response data based on a sentiment analysis. The workflow generation system may generate a proposed workflow when the workflow is determined to be needed and based on the particular recipients, and may provide data identifying the proposed workflow to the client device. The workflow generation system may receive an approval of the proposed workflow from the client device, and cause the communication to be provided to the particular recipients, in a particular order, based on receiving the approval of the proposed workflow.

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