Company Filing History:
Years Active: 2023-2025
Title: Debbie Ayano Limongan: Pioneering User Preference Models in E-Commerce
Introduction
Debbie Ayano Limongan is an innovative inventor based in San Mateo, California. With a keen focus on user experience and machine learning, she has made significant contributions to the e-commerce industry, particularly in the realm of dynamic filter recommendations.
Latest Patents
Debbie holds two patents, with her latest invention being a sophisticated mechanism for dynamic filter recommendations. This invention outlines a system where a user preference hierarchy is established through responses to various images. Utilizing machine learning models, images are tagged to determine their value. Products are organized into clusters based on product vectors, and images within these clusters are further grouped by composition. Feedback from users regarding their preferences and specific price points facilitates the training of a user preference model, which accurately estimates affinity for particular product vectors. The dynamic filters produced by this system are tailored to user behavior, based on the popularity and frequency of attribute-value pairs in search results.
Career Highlights
Throughout her career, Debbie has worked with prominent companies in the technology and e-commerce sectors, including The Yes Platform and Pinterest, Inc. Her experience at these organizations has enriched her understanding of user-centric design and algorithm development, essential skills that underpin her patented innovations.
Collaborations
Debbie has collaborated with notable coworkers, including Navin Agarwal and Judy Yi-Chun Hsieh. These partnerships have allowed her to integrate diverse perspectives into her projects, further enhancing the effectiveness of her innovations.
Conclusion
As a leading inventor in the field of user preference modeling, Debbie Ayano Limongan continues to drive innovation in e-commerce. Her patents not only showcase her inventive spirit but also reflect her commitment to enhancing the user experience through technology. With her ongoing work and dedication, she remains a significant figure in the landscape of modern inventions.