Company Filing History:
5 out of 42 
1 out of 30 
1 out of 832,812 Years Active: 2018-2025
Title: W Dwayne Collins: Innovator in Entity Resolution Technologies
Introduction
W Dwayne Collins is a notable inventor based in Conway, Arkansas, with a significant contribution to the field of data analysis and entity resolution. He holds a total of seven patents, showcasing his innovative approach to solving complex problems in data management and analysis.
Latest Patents
One of his latest patents is titled "Machine for analysis of entity resolution data graphs using peer data structures." This invention involves a machine that analyzes an entity resolution data graph by utilizing a curated peer review set of data structures. The machine employs independent peer data structures that model similar or related yet different universes and entities. It first performs candidate screening to identify which data structures are suitable for analysis. The selected peer data structures are then used to analyze the entity resolution data graph, providing insights into the quality of its data graph.
Another significant patent is "Asserted relationships matching in an identity graph data structure." This invention partitions an identity graph into records related to entities with similar data. It utilizes a single authentication string or asserted relationship (AR) to identify a person in the graph whose composite information closely matches the input. By providing more contextual data, the invention enhances the accuracy and speed of identifying locations within an identity graph, reducing computational costs.
Career Highlights
W Dwayne Collins has worked with prominent companies such as LiveRamp, Inc. and Acxiom Corporation. His experience in these organizations has allowed him to develop and refine his innovative ideas in data analysis and entity resolution.
Collaborations
Throughout his career, Collins has collaborated with talented individuals, including Amresh Mohanlal and Pavan Roy Marupally. These collaborations have contributed to the advancement of his inventions and the development of new technologies.
Conclusion
W Dwayne Collins is a distinguished inventor whose work in entity resolution technologies has made a significant impact in the field of data analysis. His innovative patents and career achievements reflect his dedication to advancing technology and improving data management solutions.