公开(公告)号：US12271423B1

公开(公告)日：2025-04-08

申请号：US17876412

申请日：2022-07-28

Applicant: Splunk, Inc.

Inventor： Julien Didier Jean Veron Vialard ,  Subhabrata Majumdar ,  Joseph Ari Ross

IPC: G06F17/00 ,  G06F7/00 ,  G06F16/22 ,  G06F16/901 ,  G06N3/08

Abstract: A computerized method is disclosed that includes operations of receiving incoming data including event data, extracting entities from the event data based on a graph ontology, generating a graph-based dense representation of each graph entity according to the graph ontology, wherein the graph-dense representations are stored in a vector database, computing relatedness scores between each of the entities, generating a listing of events related to a selected event, wherein the listing of events is ordered by corresponding relatedness scores, generating a graphical user interface illustrating the listing of events related to the selected event, and causing rendering of the graphical user interface on a display screen of a network device. Generating the graph-based dense representations may include training a graph neural network model on a corpus of metapaths to produce node embeddings.