Patent ID: 9740987
Date: 2017-08-22
CPC Classifications: G06N

Claim:
1. A method of constructing a computer-based discovery avatar, embodied in a non-transitory computer readable medium that manages a queue of data stream elements to aid an investigation by an analyst and, when executing on one or more computers, performs the following steps: tokenizing source data according to a prioritized order, extracting a plurality of data features from the tokenized source data, analyzing the extracted data features using a mathematical model to determine a data cluster, presenting, to the analyst, a first source datum for review, from the plurality of data elements from the source data, based at least in part on the identifiers within the data cluster; scoring the first source datum based at least in part on its relevance to a substantive topic; presenting, to the analyst, a second source datum for review, from the plurality of data elements from the source data, based at least in part on the identifiers within the data cluster; scoring the second source datum based at least in part on its relevance to the substantive topic; comparing the score of the first source datum to the score of the second source datum; optimizing the mathematical model based at least in part on the comparison of scores; storing the optimized mathematical model as a computer-based discovery avatar; wherein storing the optimized mathematical model as a computer-based discovery avatar includes storing the optimized mathematical model upon reaching a threshold of optimization, accuracy, quality, and merit; and generating an interface to receive, from the analyst, a search request and to present, to the analyst, the source data based on the computer-based discovery avatar in response to the search request.