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US 12,737,454 B2Granted
Systems and methods for encoding behavioral information into an image domain for processing
AssigneeFortinet, Inc.
InventorSameer Khanna
Life of this patent
Estimating the term…
Abstract
Systems, devices, and methods are disclosed for encoding behavioral information into an image format to facilitate image based behavioral identification.
Claims20
A method for forming behavioral information in an image form, the method comprising:
- accessing, by a processing resource, a plurality of behavioral features each of corresponding feature types;
- forming, by the processing resource, the plurality of behavioral features into a feature array, wherein the plurality of behavioral features is located in the feature array according to the respective corresponding feature type;
- and
- facilitating processing of non-spatial data with an image-based anomaly detection model designed to process spatial data by encoding, by the processing resource, the feature array as a grayscale image, including modifying each behavioral feature of the feature array such that anomalies in behavioral features are distributed away from normal data by applying a sparse auto encoder model to the feature array.
1 more element
A system for forming behavioral information in an image form, the system comprising:
- a processing resource;
- a non-transitory computer-readable medium, coupled to the processing resource, having stored therein instructions that when executed by the processing resource cause the processing resource to:
- access a plurality of behavioral features each of corresponding feature types;
- form the plurality of behavioral features into a feature array, wherein the plurality of behavioral features is located in the feature array according to the respective corresponding feature type;
- and
- facilitate processing of non-spatial data with an image-based anomaly detection model designed to process spatial data by encoding the feature array as a grayscale image, including modifying each behavioral feature of the feature array such that anomalies in behavioral features are distributed away from normal data by applying a sparse auto encoder model to the feature array.
3 more elements
A non-transitory computer-readable storage medium embodying a set of instructions, which when executed by a processing resource, causes the processing resource to:
- access a plurality of behavioral features each of corresponding feature types;
- form the plurality of behavioral features into a feature array, wherein the plurality of behavioral features is located in the feature array according to the respective corresponding feature type;
- and
- facilitate processing of non-spatial data with an image-based anomaly detection model designed to process spatial data by encoding the feature array as a grayscale image, including modifying each behavioral feature of the feature array such that anomalies in behavioral features are distributed away from normal data by applying a sparse auto encoder model to the feature array.
1 more element
Dependencies are inferred from the claim text.