Projected Vector Overflow Penalty as Mitigation for Machine Learning Model String Stuffing
Patent №
US 11,636,202
Granted
2023-04-25
Filed 2020
Owner
CYLANCE INC.
Lab
—
AI components
4
ml · vision · planning · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16798120
An artifact is received from which features are extracted and used to populate a vector. The features in the vector are then reduced using a feature reduction operation to result in a modified vector having a plurality of buckets. Features within the buckets of the modified vector above a pre-determined projected bucket clipping threshold are then identified. Using the identified features, and overflow vector is then generated. The modified vector is then input into a classification model to generate a score. This score is adjusted based on the overflow vector and can then be provided to a consuming application or process. Related apparatus, systems, techniques and articles are also described.
AI classification
Ownership
CYLANCE INC.
assignment · 519000816
Assignors
PETERSEN, ERIC GLEN
On an employer assignment, the assignors are typically the inventors.