The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jul. 30, 2024

Filed:

Jan. 18, 2022
Applicant:

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Miroslav Cepek, Prague, CZ;

Iraklis Psaroudakis, Zurich, CH;

Rhicheek Patra, Zurich, CH;

Timothy Trovatelli, Zurich, CH;

Assignee:

Oracle International Corporation, Redwood Shores, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/14 (2006.01); G06N 3/04 (2023.01); G06V 30/18 (2022.01);
U.S. Cl.
CPC ...
G06F 11/1476 (2013.01); G06N 3/04 (2013.01); G06V 30/18181 (2022.01);
Abstract

Herein is machine learning for anomalous graph detection based on graph embedding, shuffling, comparison, and unsupervised training techniques that can characterize an unfamiliar graph. In an embodiment, a computer obtains many known vectors that respectively represent known graphs. A new vector is generated that represents a new graph that contains multiple vertices. The new vector may contain an arithmetic aggregation of vertex vectors that respectively represent multiple vertices and/or a vector that represents a virtual vertex that is connected to the multiple vertices by respective virtual edges. In the many known vectors, some similar vectors that are similar to the new vector are identified. The new graph is automatically characterized based on a subset of the known graphs that the similar vectors represent.


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