The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Jan. 10, 2023
Filed:
Nov. 02, 2018
Wells Fargo Bank, N.a., San Francisco, CA (US);
Vijayan N. Nair, Matthews, NC (US);
Agus Sudjianto, Charlotte, NC (US);
Jie Chen, Fremont, CA (US);
Kurt Schieding, Charlotte, NC (US);
Linwei Hu, Charlotte, NC (US);
Xiaoyu Liu, Newark, CA (US);
Joel Vaughan, Charlotte, NC (US);
Wells Fargo Bank, N.A., San Francisco, CA (US);
Abstract
Computing systems and technical methods that transform data structures and pierce opacity difficulties associated with complex machine learning modules are disclosed. Advances include a framework and techniques that include: i) global diagnostics; ii) locally interpretable models LIME-SUP-R and LIME-SUP-D; and iii) explainable neural networks. Advances also include integrating LIME-SUP-R and LIME-SUP-D approaches that create a transformed data structure and replicated modeling over local and global effects and that yield high interpretability along with high accuracy of the replicated complex machine learning modules that make up a machine learning application.