Carlton Merritt

Title: Innovations of Carlton Merritt

Introduction

Carlton Merritt is an accomplished inventor based in Charlotte, NC (US). He has made significant contributions to the field of artificial intelligence and data integrity, holding 2 patents that showcase his innovative approach to technology.

Latest Patents

Merritt's latest patents include the Dynamic Digital Immune System (DDIS) for explainable AI integrity. This system enhances data integrity and quality in Explainable AI (XAI) systems by operating in real time. It monitors data from distributed sources during federated training, detecting and flagging corrupted, poisoned, or low-quality data using dynamic anomaly detection algorithms. The DDIS also features automated data cleaning to remove redundant and irrelevant data, which enhances AI model performance. Additionally, it incorporates dynamic encryption that adapts to data sensitivity, ensuring robust security. The system employs swarm intelligence-based task distribution for decentralized auditing of data integrity and includes a traceability matrix to track data lineage for transparency. Furthermore, the DDIS has a self-healing mechanism that automatically corrects identified anomalies, ensuring continuous reliability of AI outputs.

Another notable patent is the Dynamic Change Data Capture Process. This system provides methods for dynamically creating Entity-Specific Views from one or more Data Warehouses. It may involve multiple data sets within a Data Warehouse and can provide a Target Result data set that excludes fields of information not relevant to the desired view. The system utilizes derived fields and logical decision structures for the assignment of overriding boundary date information.

Career Highlights

Carlton Merritt is currently employed at Bank of America Corporation, where he applies his expertise in data systems and artificial intelligence. His work focuses on improving data integrity and enhancing the performance of AI models.

Collaborations

Merritt collaborates with various professionals in his field, including his coworker, Rahul Saluja. Their combined efforts contribute to the advancement of innovative technologies in the banking sector.

Conclusion

Carlton Merritt's contributions to the field of artificial intelligence and data integrity through his patents demonstrate his commitment to innovation. His work not only enhances the performance of AI systems but also ensures the reliability and security of data in high-stakes environments.