Score based certainty estimation of prediction

A patent management system for remediating insufficiency of input data of 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:
• receive a prediction to be performed from a user input;
• determine relevant input data to perform the prediction, wherein the relevant input data is determined by applying filters based on the prediction to be performed;
• perform the prediction by generating a plurality of predicted vectors;
• determine a confidence score for the generated plurality of predicted vectors, wherein if the confidence score is less than a predetermined threshold, the prediction is unreliable;
• expand the input data by gathering additional input data, wherein the input data is expanded with the additional input data until the confidence score exceeds a predetermined threshold;
• generate a predicted output with the expanded input data;
• and
• provide the prediction output and the confidence score for rendering.

A patent management system for remediating insufficiency of input data for a machine learning system, the patent management system comprising:

• a prediction processing server is configured to:
• receive a prediction to be performed from a user input;
• determine relevant input data to perform the prediction, wherein the relevant input data is determined by applying filters based on the prediction to be performed;
• perform the prediction by generating a plurality of predicted vectors;
• determine a confidence score for the generated plurality of predicted vectors, wherein if the confidence score is less than a predetermined threshold, the prediction is unreliable;
• and
• a thin data processing server is configured to:
• expand the input data by gathering additional input data, wherein the input data is expanded with the additional input data until the confidence score exceeds the predetermined threshold;
• wherein the prediction processing server is configured to:
• generate a predicted output with the expanded input data;
• and
• provide the prediction output and the confidence score for rendering.