US 11,790,441 B2
Information and interaction management in a central database system
Peter Sugimura, Diamond Bar, CA (US); Karlotcha Hoa, San Francisco, CA (US); Benjamin Paik, San Francisco, CA (US); Sarah Lippitt, Studio City, CA (US); and Mariam Issa, Antioch, CA (US)
Assigned to ZENPAYROLL, INC., San Francisco, CA (US)
Filed by ZenPayroll, Inc., San Francisco, CA (US)
Filed on Dec. 13, 2022, as Appl. No. 18/80,102.
Application 18/080,102 is a continuation of application No. 17/012,050, filed on Sep. 4, 2020, granted, now 11,556,982.
Prior Publication US 2023/0110508 A1, Apr. 13, 2023
This patent is subject to a terminal disclaimer.
Int. Cl. G06Q 40/03 (2023.01); G06Q 40/12 (2023.01); G06N 20/00 (2019.01)
CPC G06Q 40/03 (2023.01) [G06N 20/00 (2019.01); G06Q 40/125 (2013.12)] 20 Claims
OG exemplary drawing
 
1. A method to streamline database interactions comprising:
accessing, by a central database system, a training data set comprising historical interactions by historical entities with the central database system and characteristics of the historical entities;
training, by the central database system, a machine-learned model based on the accessed training data set, the machine-learned model configured to determine a rate of requiring a submission of evidence to the central database system from entities associated with interactions with the central database system;
determining, by the central database system, a rate of requiring the submission of evidence to the central database system from target entities by applying the machine-learned model to characteristics of the target entities; and
in response to determining that the rate of requiring the submission of evidence to the central database system is too high, retraining, by the central database system, the machine-learned model by adjusting weights and parameters of the machine-learned model such that an updated rate of requiring the submission of evidence to the central database system associated with the retrained machine-learned model is lower than the rate of requiring the submission of evidence to the central database system.