Detecting abnormal user behavior via temporally regularized tensor factorization

    公开(公告)号:US11012454B1

    公开(公告)日:2021-05-18

    申请号:US16230703

    申请日:2018-12-21

    IPC分类号: H04L29/06 G06F8/61

    摘要: Detecting abnormal user behavior via temporally regularized tensor factorization. A method may include obtaining behavioral data of a plurality of users of cloud services to establish a first behavioral baseline; obtaining behavioral data for a particular user of the plurality of users to establish a second behavioral baseline; determining a first variation of behavior between the second and first behavioral baseline to determine an expected behavior; creating a tensor model for a succession of pre-determined time periods comprising multiple three-dimensional tensors; determining a temporal dependence between the multiple three-dimensional tensors; determining a temporal smoothness between the multiple three-dimensional tensors; predicting a future variation in behavior of the particular user based on a combination of the temporal dependence and the temporal smoothness, where the future variation in behavior indicates a potential security threat; and performing a remedial security action on a client device based on the predicted future variation in behavior.

    Systems and methods for preparing honeypot computer files

    公开(公告)号:US11032319B1

    公开(公告)日:2021-06-08

    申请号:US16119168

    申请日:2018-08-31

    摘要: The disclosed computer-implemented method for preparing honeypot computer files may include (1) identifying, at a computing device, a search term used by a cyber attacker in an electronic search request, (2) identifying, without regard to a search access restriction, a sensitive computer document in search results stemming from the electronic search request, (3) creating, as a security action in response to the electronic search request, a honeypot computer file based on the sensitive computer document and including the identified search term, and (4) placing the honeypot computer file in the search results. Various other methods, systems, and computer-readable media are also disclosed.