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公开(公告)号：US20230118341A1
公开(公告)日：2023-04-20
申请号：US17502536
申请日：2021-10-15
Applicant: salesforce.com, inc.
Inventor： Vijay Erramilli , Regunathan Radhakrishnan , Prashant Agrawal
Abstract: Methods, apparatuses, and computer readable media are disclosed. An application server may receive a dataset that includes records associated with user device interactions with a computer system. The application server may modify one or more records according to a data modification metric. The modifying may result in a modified dataset that satisfies a similarity metric defining a permissible deviation between the received dataset and the modified dataset according to a deviation threshold. The data modification metric may satisfy the similarity metric and may define a deviation in the modified dataset that results in an expected classification by the machine learning predictive model to classify the deviation in the modified dataset as an outlier event. The application server may process the modified dataset with the machine learning predictive model to produce a result. The application server may compare the expected classification to the classification to validate the model.
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公开(公告)号：US10698787B2
公开(公告)日：2020-06-30
申请号：US16176779
申请日：2018-10-31
Applicant: salesforce.com, inc.
Inventor： Prashant Agrawal , Mayank Singhi , Adrian Hains , Dipti Patil , Subramanya Suresh , Ajay Thargan , Srini Kandala
Abstract: Techniques and structures to facilitate management of log event messages, including transmitting one or more messages, each having a unique identifier (ID), to a computing device, generating a comparison checksum for each of the one or more messages, wherein each comparison checksum is associated with a unique ID corresponding to a message from which the comparison checksum was generated, performing an encryption on each comparison checksum and associated unique ID to generate encryption data and transmitting the encryption data to the computing device.
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