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:
Mar. 26, 2024
Filed:
Aug. 01, 2018
Zestfinance, Inc., Los Angeles, CA (US);
Douglas C. Merrill, Los Angeles, CA (US);
Michael Edward Ruberry, Los Angeles, CA (US);
Ozan Sayin, West Hollywood, CA (US);
Bojan Tunguz, Greencastle, IN (US);
Lin Song, Sugar Land, TX (US);
Esfandiar Alizadeh, Venice, CA (US);
Melanie Eunique DeBruin, Northridge, CA (US);
Yachen Yan, Los Angeles, CA (US);
Derek Wilcox, Los Angeles, CA (US);
John Candido, Burbank, CA (US);
Benjamin Anthony Solecki, Los Angeles, CA (US);
Jiahuan He, Los Angeles, CA (US);
Jerome Louis Budzik, Altadena, CA (US);
Sean Javad Kamkar, Los Angeles, CA (US);
ZestFinance, Inc., Burbank, CA (US);
Abstract
Systems and methods for model evaluation. A protected class model that satisfies an accuracy threshold is built by using: data sets for use by a modeling system being evaluated, and protected class membership information for each data set. A target for the protected class model is a protected class membership variable indicating membership in a protected class. Each predictor of the protected class model is a predictor of an evaluated model used by the modeling system. A target of the evaluated model is different from the target of the protected class model. Each predictor is a set of one or more variables of the data sets. For each predictor of the protected class model, a protected class model impact ranking value and a modeling system impact ranking value are determined.