Patent ID: 11921820
Assignee: FORTINET, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 13:
14. The system of claim 8, wherein the instructions further cause the processing resource to inductively forget a feature vector, wherein inductively forgetting comprises:
selecting a labeled feature vector from a set of feature vectors that have been labeled through inductive learning;
classifying the labeled feature vector using the machine learning model to get a model classified cluster with a confidence score;
determining whether the confidence score is lower than a base threshold; and
when said determining is affirmative:
determining a Mahalanobis distance of the labeled feature vector with respect to other labeled feature vector of the first set of feature vectors;
determining a statistically matching cluster of labeled feature vectors to which the labeled feature vector is closest based on the determined Mahalanobis distance;
determining whether the model classified cluster and the statistically matching cluster are the same; and
when the model classified cluster and the statistically matching cluster are not the same:
un-labelling the labeled feature vector; and
model fitting the machine learning model based on the un-labeling.