公开(公告)号：US20230316124A1

公开(公告)日：2023-10-05

申请号：US17709615

申请日：2022-03-31

Applicant: Adobe Inc.

Inventor： Gautam Choudhary ,  Sk Izajur Rahaman ,  Siba Smarak Panigrahi ,  Prithvi Bhutani ,  Manoj Kilaru ,  Kanishk Singh ,  Iftikhar Ahamath Burhanuddin ,  Aditi Singhania

IPC: G06N20/00

CPC classification number: G06N20/00

Abstract: In some embodiments, techniques for identifying bot activity are provided. For example, a process may involve receiving a plurality of samples, wherein each sample is a record of click activity; classifying the plurality of samples among a first class and a second class, using a machine learning model trained by a training process, to produce a corresponding plurality of classification predictions; filtering click activity data, based on information from the plurality of classification predictions, to produce filtered click activity data; and causing a user interface of a computing environment to be modified based on information from the filtered click activity data. The training process includes training the machine learning model to classify samples among the first and second classes, using a training set of samples of the first class, a training set of samples of the second class, and values of a topological loss function calculated based on the training sets.