Patent ID: 11928593
Assignee: FORTINET, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 16:
17. A non-transitory computer-readable storage medium embodying a set of instructions, which when executed by one or more processing resources of a computer system, causes the one or more processing resources to:
select an unlabeled data element from a set of unlabeled data elements to yield a selected, unlabeled data element, wherein non-selected unlabeled data elements in the set of unlabeled data elements are a non-selected set of unlabeled data elements;
selecting a subset of the non-selected set of unlabeled data elements;
merge the selected, unlabeled data element with the subset of the non-selected set of unlabeled data elements to yield a merged, unlabeled dataset;
form a union of the merged, unlabeled dataset and a labeled dataset to yield a union dataset; and
calculate an expected performance value of the union dataset,
wherein the subset of the non-selected set of unlabeled data elements is a first subset of the non-selected set of unlabeled data elements; wherein the merged, unlabeled dataset is a first merged, unlabeled dataset; wherein the union dataset is a first union dataset; wherein the expected performance value is a first performance value; and wherein the method further comprises:
selecting, by the processing resource, a second subset of the non-selected set of unlabeled data elements;
merging, by the processing device, the selected, unlabeled data element with the second subset of the non-selected set of unlabeled data elements to yield a second merged, unlabeled dataset;
forming, by the processing device, a union of the second merged, unlabeled dataset and the labeled dataset to yield a second union dataset; and
calculating a second expected performance value of the second union dataset.