This inventor holds 3 USPTO granted patents. Top assignee: Liveramp, Inc.. Active years: 2022-2026.
Company Filing History:
Years Active: 2022-2026
Title: Dwayne Collins: Innovator in Entity Resolution Systems
Introduction
Dwayne Collins is a notable inventor based in Conway, AR (US). He has made significant contributions to the field of entity resolution systems, holding a total of 3 patents. His work focuses on improving the trustworthiness of source data through innovative computational methods.
Latest Patents
One of his latest patents is titled "Source scoring for entity representation systems." This method involves computationally scoring the trustworthiness of source data by beginning with a subset of raw source data. Fields and related fields are identified, profiled, and results aggregated. The subset of raw source data is then input into an entity resolution system, with results summarized and aggregated. The output from these processes is utilized to compute a scorecard. Additionally, a sandbox of the entity resolution system's data graph is constructed, modified with the source data, and the differences between the baseline and modified sandbox are computed. Changes to entities are calculated for all entities, as well as for the most sought-after entities, with results summarized into the overall scorecard.
Another significant patent is the "Entity resolution data structure system and method." This system compares two data graphs by creating a confusion matrix in a distributed processing environment. A benchmark file is generated from one data graph for comparison to a reference data graph. Identifiers and metadata are appended to the benchmark file to facilitate the comparison and the construction of a confusion matrix. This matrix provides a high-level indication of the results of the comparison, ensuring that personally identifiable information (PII) is not transmitted between the parties maintaining the data graphs.
Career Highlights
Dwayne Collins is currently employed at LiveRamp, Inc., where he continues to develop innovative solutions in data management and entity resolution. His expertise in this area has positioned him as a valuable asset to his company and the industry.
Collaborations
Dwayne has collaborated with several talented individuals, including Pavan Roy Marupally and Adam Zimmerman. Their combined efforts contribute to the advancement of technology in their field.
Conclusion
Dwayne Collins is a prominent inventor whose work in entity resolution systems has led to significant advancements in data trustworthiness. His innovative patents and contributions to LiveRamp, Inc. highlight his commitment to improving data management practices.