Patent ID: 11893625
Assignee: CBRE, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 9:
10. A computing system, comprising:
a non-volatile memory storing computer-executable instructions; and
a processor coupled to the memory that, when executing the instructions is configured to:
receive a user dataset associated with a business entity from a user computing device via a network, wherein the user dataset comprises a historical headcount associated with the business entity and a business objective dataset;
determine, based on the historical headcount associated with the business entity, a set of forecasted headcounts at different points of a future time span;
generate, based on the set of forecasted headcounts and the business objective dataset, a plurality of scenarios associated with the business entity;
construct discrete option trees with respective discrete real estate solutions corresponding to respective scenarios;
perform, through a neural network system, a plurality of stress tests on the plurality of the scenarios against the respective forecasted headcounts to evaluate the respective discrete real estate solutions and determine respective costs and actions associated with the respective discrete real estate solutions, wherein the neural network system comprises a value network and a policy network that are alternatively trained until convergence, the value network being trained via a randomly weighted value function to predict the respective costs and actions associated with the respective discrete real estate solutions, and the policy network being trained via a randomly weighted policy function to predict an optimal real estate solution with a minimized cost based on an output of the value network, wherein the performing comprises:
generating, using the value network, a plurality of next actions for the business entity to take to minimize expected future costs based on the respective forecasted headcounts and the discrete option trees, and

selecting, using the policy network, the optimal real estate solution for the business entity to take based on the plurality of next actions generated by the value network; and
provide information causing a visual representation identifying the optimal real estate solution to be presented on a display of the user computing device.