Patent ID: 11902182
Assignee: TRIANGLE IP
Field: Digital communication (Electrical engineering)
Classification: CPC H  G | IPC G  H

Claim 9:
10. A patent management system for remediating insufficiency of input data for a machine learning system, the patent management system comprising:
at least one processor; and
at least one memory coupled with the at least one processor, wherein the at least one processor and the at least one memory having instructions are configured to:
generate a plurality of data vectors using data extracted from a plurality of data sources;
receive a user input with respect to an input data context for a prediction, wherein the input data context correspond to a subset of the plurality of data elements;
generate an input vector based on the user input;
determine relevant input data to perform the prediction, wherein the relevant input data is determined from a data set by applying filters based on the prediction to be performed;
generate predicted vectors based on the relevant input data to perform the prediction;
determine a confidence score for the prediction performed using a machine learning system;
compare the confidence score with a threshold value, wherein the input data is expanded by modifying the input vector based on the comparison if the confidence score is less than the threshold value;
determine a certainty score with respect to generated predicted vectors using the machine learning system when the confidence score is above the threshold value;
develop the input data for the machine learning system by determining a set of matching data vectors from the plurality of data vectors based on the input vector;
for the input data, determining at least one of:
a number of matching data vectors in the set, or
a variance among matching data vectors in the set; and

determine the insufficiency of the input data based on a comparison of at least one of:
the number of matching data vectors with a first pre-determined threshold, or
the variance with a second pre-determined threshold; and

expand the set of matching data vectors by modifying the input vector when the input data is determined to be insufficient.