US 12,002,096 B1
Artificial intelligence supported valuation platform
David Lipke, Springfield, MA (US); and Nailong Zhang, Springfiled, MA (US)
Assigned to Massachusetts Mutual Life Insurance Company, Springfield, MA (US)
Filed by MASSACHUSETTS MUTUAL LIFE INSURANCE COMPANY, Springfield, MA (US)
Filed on Aug. 8, 2022, as Appl. No. 17/883,351.
Application 17/883,351 is a continuation of application No. 16/702,102, filed on Dec. 3, 2019, granted, now 11,410,242.
Claims priority of provisional application 62/774,829, filed on Dec. 3, 2018.
This patent is subject to a terminal disclaimer.
Int. Cl. G06Q 40/06 (2012.01); G06F 16/951 (2019.01); G06F 17/18 (2006.01); G06F 18/214 (2023.01); G06F 18/2413 (2023.01)
CPC G06Q 40/06 (2013.01) [G06F 16/951 (2019.01); G06F 17/18 (2013.01); G06F 18/2148 (2023.01); G06F 18/24147 (2023.01)] 20 Claims
OG exemplary drawing
 
1. A method comprising:
executing, by a processor, a set of artificial intelligence models to identify a plurality of comparable public entities comparable to a plurality of private entities, the set of artificial intelligence models comprising at least a first artificial intelligence model utilizing a distance k-nearest algorithm to identify the plurality of comparable public entities and a second artificial intelligence model utilizing a linear regression algorithm to identify the plurality of comparable public entities,
wherein the set of artificial intelligence models are trained in accordance with a training dataset comprising known attributes of a set of public entities and a corresponding valuation for each public entity within the set of public entities;
determining, by the server, a value for each private entity based upon its respective identified comparable public entity; and
displaying, by the server on a graphical user interface, an indicator of a value of a fund comprising the plurality of public entities, the graphical user interface comprising a value of each private entity of the fund where an identity of each private entity is anonymized.