Chang J Lin

US Patent:

D385058, Jun 12, 1990

Filed:

Feb 25, 1988

Appl. No.:

7/160106

Inventors:

Chang H. Lin - Chamblee GA

US Classification:

D12187

US Patent:

20230105736, Apr 6, 2023

Filed:

Sep 15, 2022

Appl. No.:

17/945493

Inventors:

- Short Hills NJ, US
Shankarram Subramanian - Chennai, IN
Karolina Anna Kierzkowski - Westfield NJ, US
Jahnab Kumar Deka - Guwahati, IN
Chang Lin - Riverside CT, US

Assignee:

THE DUN AND BRADSTREET CORPORATION - Short Hills NJ

International Classification:

G06F 18/2415
G06F 18/214
G06F 18/21
G06F 18/23211

Abstract:

A method that includes (a) receiving a training dataset, a testing dataset, a number of iterations, and a parameter space of possible parameter values that define a base model, (b) for the number of iterations, performing a parametric search process that produces a report that includes information concerning a plurality of machine learning models, where the parametric search process includes (i) generating a Bayesian optimized parameter space with an option to validate through Stratified Kfold cross validation, where an optimized parameter set includes training data from the training dataset, and testing data from the testing dataset, (ii) running the base model with the final optimized parameter set, thus yielding model results for the plurality of machine learning models, (iii) calculating Kolmogorov-Smirnov (KS) statistics for the model results, and (iv) saving the model results and the KS statistics to the report, and (c) sending the report to a user device.

Address:

12042 Longbrook Dr, Houston, TX 77099

VIN:

5TDZK23C57S019573

Make:

TOYOTA

Model:

SIENNA

Year:

2007