Company Filing History:
Years Active: 2022-2023
Title: Shanna Hayes: Innovator in Behavioral Analysis and Deep Learning
Introduction
Shanna Hayes is a prominent inventor based in Cary, NC (US), known for her contributions to the fields of computer vision and deep learning. With a total of nine patents to her name, she has made significant strides in classifying behavior through innovative technologies.
Latest Patents
One of her latest patents focuses on classifying behavior through system-generated timelines and deep learning. This invention leverages computer vision and deep learning techniques to detect behavior patterns in transaction histories. A transaction timeline is constructed for a series of transactions, such as financial ones, and a graphic image is created to represent this timeline. The graphic image is then matched to known behavior patterns using a cognitive system trained with historical timeline images that have associated labels. In one example, the graphic image is a bar chart where each financial transaction is represented as a bar, with the height proportional to the transaction amount and color-coded according to the transaction type.
Another notable patent involves systems and methods for alerting to model degradation based on survival analysis. This detection modeling system includes a processing device and memory, which work together to obtain health value data associated with an analytical model. It determines the time period during which the model was trained and identifies a survival time period based on this data. The system is designed to repeat these steps for multiple analytical models, performing survival analysis based on their survival time periods.
Career Highlights
Shanna Hayes is currently employed at International Business Machines Corporation (IBM), where she continues to innovate and develop new technologies. Her work has had a profound impact on the way behavioral analysis is conducted in various industries.
Collaborations
Some of her notable coworkers include Eliza Salkeld and Weichen Wang, who contribute to the collaborative environment that fosters innovation at IBM.
Conclusion
Shanna Hayes is a trailblazer in the realm of behavioral analysis and deep learning, with a remarkable portfolio of patents that showcase her expertise and innovative spirit. Her contributions continue to shape the future of technology and analytics.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.