Patent ID: 11893641
Assignee: AGBLOX, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A method, comprising:
ingesting input data comprised of structured data sources and unstructured data sources;
analyzing the input data in a multi-layer machine learning-based model configured to model a state of a selected equity within a specified future time, by:
developing a taxonomy comprising equity-specific keywords and keyword pairings for a selected equity, the taxonomy identifying one or more sentiment predictors for the selected equity from the unstructured data sources,
identifying discrete-time data points constructed from the structured data sources that define temporal parameters relative to the selected equity for the specific future time, and modifying the taxonomy with the temporal parameters to create a set of classified content representing a temporally-relative sentiment for the selected equity,
developing knowledge-based rules representing specific knowledge relative to the selected equity derived from economic and equity-specific indicators in the input data;
mapping the taxonomy and the knowledge-based rules into one or more neural networks each having a topology comprised of a plurality of nodes and connections that are initiated by threshold activation functions representing the set of classified content and the specific knowledge,
tuning the one or more neural networks by identifying additional, temporally-dynamic predictors representing patterns in the taxonomy and the knowledge-based rules that quantify relationships between data points within the set of classified content and the specific knowledge, in at least one deep learning meta network configured to modify the threshold activation functions for the plurality of nodes and connections of the one or more neural networks, and identify and apply adjusted topologies for the one or more neural networks based on the additional, temporally-dynamic predictors; and

generating a forecast of the state of the selected equity at the specified future time.