公开(公告)号：US20180351971A1

公开(公告)日：2018-12-06

申请号：US16055675

申请日：2018-08-06

Applicant: NEC Laboratories America, Inc.

Inventor： Zhengzhang Chen ,  LuAn Tang ,  Zhichun Li ,  Chen Luo

IPC: H04L29/06 ,  H04L12/24

Abstract: A computer-implemented method for implementing a knowledge transfer based model for accelerating invariant network learning is presented. The computer-implemented method includes generating an invariant network from data streams, the invariant network representing an enterprise information network including a plurality of nodes representing entities, employing a multi-relational based entity estimation model for transferring the entities from a source domain graph to a target domain graph by filtering irrelevant entities from the source domain graph, employing a reference construction model for determining differences between the source and target domain graphs, and constructing unbiased dependencies between the entities to generate a target invariant network, and outputting the generated target invariant network on a user interface of a computing device.

公开(公告)号：US10511613B2

公开(公告)日：2019-12-17

申请号：US16055675

申请日：2018-08-06

Applicant: NEC Laboratories America, Inc.

Inventor： Zhengzhang Chen ,  LuAn Tang ,  Zhichun Li ,  Chen Luo

IPC: H04L29/06 ,  H04L12/24

Abstract: A computer-implemented method for implementing a knowledge transfer based model for accelerating invariant network learning is presented. The computer-implemented method includes generating an invariant network from data streams, the invariant network representing an enterprise information network including a plurality of nodes representing entities, employing a multi-relational based entity estimation model for transferring the entities from a source domain graph to a target domain graph by filtering irrelevant entities from the source domain graph, employing a reference construction model for determining differences between the source and target domain graphs, and constructing unbiased dependencies between the entities to generate a target invariant network, and outputting the generated target invariant network on a user interface of a computing device.