Automated Detection and Extraction of Interacting Variables for Predictive Models

    公开(公告)号:US20240095556A1

    公开(公告)日:2024-03-21

    申请号:US18240177

    申请日:2023-08-30

    CPC classification number: G06N7/00

    Abstract: Techniques for detecting interactions between predictor variables in a statistical model are provided. The techniques include identifying predictor variables for a dependent variable; and for each pair of predictor variables: obtaining a dataset including (i) first predictor variable values, (ii) second predictor variable values, and (iii) dependent variable values associated with each pair of a first predictor variable value and a second predictor variable value; generating a three-dimensional graph based on the dataset, wherein each point of the three-dimensional graph includes a first coordinate value associated with a first predictor variable, a second coordinate value associated with a second predictor variable, and a third coordinate value associated with a dependent variable outcome; and analyzing the three-dimensional graph to determine a measure of spatial randomness associated with the three-dimensional graph. The techniques further include identifying pairs of predictor variables having interactions based on their respective measures of spatial randomness.

    SYSTEM AND METHODS FOR PREDICTING RENTAL VEHICLE USE PREFERENCES

    公开(公告)号:US20240078567A1

    公开(公告)日:2024-03-07

    申请号:US18507748

    申请日:2023-11-13

    CPC classification number: G06Q30/0202 G06Q30/0645 G06Q50/30

    Abstract: Embodiments described herein generate a first set of prompts, the first set of prompts configured to prompt a vehicle owner for a first set of answers used to learn preferred vehicle renter characteristics; receive the first set of answers; generate, based upon the first set of answers, a second set of prompts, the second set of prompts configured to prompt the owner for a second set of answers used to learn additional preferred vehicle renter characteristics; receive the second set of answers; predict user preference value(s) of a profile of the owner based upon the second set of answers, wherein the user preference value(s) define criteria for sharing a vehicle associated with the profile with vehicle renters who satisfy the criteria; apply the criteria to potential vehicle renters; and cause an indication of the vehicle to be displayed only to the potential vehicle renters who satisfy the criteria.

    Data security systems and methods
    189.
    发明授权

    公开(公告)号:US11924217B2

    公开(公告)日:2024-03-05

    申请号:US18170338

    申请日:2023-02-16

    Abstract: A system for data security includes a processor and a computer-readable storage medium having instructions stored thereon that cause the processor to perform operations including: (i) logging data access events initiated by a user; (ii) generating a user profile of the user, the user profile including a size and a type of data accessed by each data access event; (iii) receiving a new data access event initiated by the user including a size and a type of data requested by the new data access event; (iv) comparing the size and the type of the requested data of the new data access event to the user profile; (v) determining that the new data access event initiated by the user does not correspond to the data included in the user profile; (vi) restricting the requested data associated with the new data access event; and (vii) transmitting the restricted data to the user.

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