Systems and methods for providing machine learning model evaluation by using decomposition

US11960981B2 · kind B2 · utility

Assignee

• ZestFinance, Inc. · US

Inventors

• Douglas C. Merrill · Los Angeles, US
• Michael Edward Ruberry · Los Angeles, US
• Ozan Sayin · Los Angeles, US
• Bojan Tunguz · Greencastle, US
• Lin Song · Singapore, SG
• Esfandiar Alizadeh · Santa Monica, US
• Melanie Eunique DeBruin · Twin Lakes, US
• Yachen Yan · Los Angeles, US
• Derek Wilcox · Los Angeles, US
• John Candido · Burbank, US
• Benjamin Anthony Solecki · Los Angeles, US
• Jiahuan He · Beijing, CN
• Jerome Louis Budzik · Winthrop Harbor, US
• Armen Avedis Donigian · Los Angeles, US
• Eran Dvir · Givatayim, IL
• Sean Javad Kamkar · Los Angeles, US
• Vishwaesh Rajiv · Los Angeles, US
• Evan Kriminger · San Francisco, US

Key dates

• Filing date: Mar 8, 2019
• Grant date: Apr 16, 2024
• Expiry date: Nov 24, 2042

Classification

• Technology area (CPC G): Physics
• CPC primary: G06N3/048
• WIPO field: Computer technology
• WIPO sector: Electrical engineering

Abstract

Systems and methods for model evaluation. A model is evaluated by performing a decomposition process for a model output, relative to a baseline input data set.