Patent №
US 11,455,554
Granted
2022-09-27
Filed 2019
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
AI components
6
ml · vision · kr · planning · evo · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16694484
Methods, systems, and computer program products for improving trustworthiness of artificial intelligence models in presence of anomalous data are provided herein. A method includes obtaining a machine learning model and a set of training data; determining one or more anomalous data points in said set of training data; for a given one of said anomalous data points, identifying attributes that decrease confidence with respect to at least one output of said machine learning model; determining that a root cause of said decreased confidence corresponds to one of: a class imbalance issue related to said at least one attribute, a confused class issue related to said at least one attribute, a low density issue related to said at least one attribute, and an adversarial issue related to said at least one attribute; and performing step(s) to improve said confidence based at least in part on said determined root cause.
AI classification
Ownership
INTERNATIONAL BUSINESS MACHINES CORPORATION
assignment · 511090941
Assignors
LOHIA, PRANAY KUMAR, SAHA, DIPTIKALYAN, AGGARWAL, ANIYA, SINGH, GAGANDEEP, ANANTHANARAYANAN, REMA, SHAIKH, SAMIULLA ZAKIR HUSSAIN
On an employer assignment, the assignors are typically the inventors.