公开(公告)号：US20230300785A1

公开(公告)日：2023-09-21

申请号：US17699969

申请日：2022-03-21

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Eleftherios Koutsofios ,  Tamraparni Dasu ,  Yaron Kanza ,  Divesh Srivastava ,  Rajat Malik ,  Gordon Woodhull

IPC: H04W68/00 ,  H04W4/12 ,  H04W4/50 ,  H04M1/724 ,  G06N7/00

CPC classification number: H04W68/005 ,  H04W4/12 ,  H04W4/50 ,  H04M1/724 ,  G06N7/005

Abstract: Aspects of the subject disclosure may include, for example, a device including a processing system including a processor; and a memory that stores executable instructions that, when executed by the processing system, define operations of modules that monitor a computational hierarchy, the modules include a first module for generating base alerts with a hierarchical key associated with an operation of the computational hierarchy and for rolling up the base alerts based on the computational hierarchy, resulting in rolled-up base alerts; a second module for generating super alerts from a concentration of the rolled up base alerts; and a third module comprising a first plurality of models that selects the super alerts based on priority, persistence of anomalies, pervasiveness of the super alerts generated, recency, or a combination thereof, generates a smart alert based on voting on the super alerts selected by the first plurality of models, and presents the smart alert on a user interface. Other embodiments are disclosed.

公开(公告)号：US20230297645A1

公开(公告)日：2023-09-21

申请号：US17699970

申请日：2022-03-21

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Tamraparni Dasu ,  Yaron Kanza ,  Eleftherios Koutsofios ,  Divesh Srivastava ,  Rajat Malik ,  Gordon Woodhull

IPC: G06K9/62

CPC classification number: G06K9/6298 ,  G06K9/6265 ,  G06K9/6277 ,  G06K9/6273

Abstract: Aspects of the subject disclosure may include, for example, a device having a processing system including a processor; and a memory that stores executable instructions that, when executed by the processing system, facilitate performance of operations, the operations including monitoring, by a plurality of models implemented by the executable instructions, a plurality of data streams comprising super alerts; and generating a smart alert based on voting on the super alerts by the plurality of models. Other embodiments are disclosed.

公开(公告)号：US20230325226A1

公开(公告)日：2023-10-12

申请号：US17717369

申请日：2022-04-11

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Rajat Malik ,  Tamraparni Dasu ,  Yaron Kanza ,  Divesh Srivastava ,  Eleftherios Koutsofios ,  Gordon Woodhull

IPC: G06F9/455

CPC classification number: G06F9/45558 ,  G06F2009/45595 ,  G06F2009/4557

Abstract: Aspects of the subject disclosure may include, for example, detecting data streams by a processing system including a processor, wherein the processing system is associated with an anomaly detection and alerting system in which stream processing and model maintenance is decoupled from one another, and wherein one or more dedicated virtual machines (VMs) store and maintain anomaly detection and alerting models, based on the detecting, causing, by the processing system, a plurality of stream-processing VMs to be instantiated for processing the data streams, and managing, by the processing system, data stream assignments for the plurality of stream-processing VMs based on monitoring of one or more conditions, wherein the plurality of stream-processing VMs process assigned data streams by executing instances of the anomaly detection and alerting models, and provide model outputs to the one or more dedicated VMs for updating of the anomaly detection and alerting models. Other embodiments are disclosed.

公开(公告)号：US20230325064A1

公开(公告)日：2023-10-12

申请号：US17717494

申请日：2022-04-11

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Gordon Woodhull ,  Yaron Kanza ,  Eleftherios Koutsofios ,  Rajat Malik ,  Divesh Srivastava ,  Tamraparni Dasu

IPC: G06F3/04847 ,  G06F16/22 ,  G06F3/0482

CPC classification number: G06F3/04847 ,  G06F16/2246 ,  G06F16/2264 ,  G06F3/0482 ,  G06F2203/04806 ,  G08B5/22

Abstract: Aspects of the subject disclosure may include, for example, receiving, via an interactive user interface, user selections of a dataset and a first dimension of a plurality of dimensions in a hierarchical structure, wherein the dataset corresponds to a specific domain and comprises anomalies or alerts that are aggregated in certain dimensions, and wherein a lattice of aggregations of the anomalies or alerts is defined for the specific domain, causing the interactive user interface to present a time series chart and a heatmap, wherein the time series chart portrays alert density across dimensions below the first dimension, wherein the heatmap displays, according to a visual scheme, concentrations of the anomalies or alerts across at least a portion of the dimensions below the first dimension, and wherein user interaction with the time series chart and/or the heatmap facilitates navigation of subspaces of the lattice and exploration of the concentrations of the anomalies or alerts. Other embodiments are disclosed.