Location History:
- Briarcliff, NY (US) (2013)
- Briarcliff Manor, NY (US) (2007 - 2016)
- Saratoga, CA (US) (2012 - 2020)
Company Filing History:
23 out of 164,108 
2 out of 4 Years Active: 2007-2020
Title: Michelle Xue Zhou: Innovator in User Behavior Modeling and Matching Technologies
Introduction
Michelle Xue Zhou, based in Saratoga, CA, is a prominent inventor with an impressive portfolio of 25 patents. Her innovative work primarily focuses on modeling user attitudes and preferences from social media data, as well as developing systems that facilitate effective user-item matching based on psychological needs.
Latest Patents
Among her latest patents, one significant innovation is the method for modeling user attitudes toward a target from social media. This invention involves collecting data on sentiments, opinions, and behaviors demonstrated by users regarding specific topics. Zhou's model processes this data by factorizing actions for behavioral inference and employing sentiment and opinion regularization to clarify user preferences. Additionally, the model can predict sentiments and opinions for new users based on previously acquired data, allowing for personalized user experiences in social media networks.
Another influential patent focuses on matching people with choices. This method transforms user information derived from various sources into corresponding psychological needs, enabling the matching of users to items based on their needs and the items' capabilities to satisfy them. This comprehensive approach ensures users receive tailored recommendations that align with their requirements.
Career Highlights
Michelle has contributed her expertise to well-known organizations, including IBM and Juji Corporation. Her time at these companies has been marked by substantial innovations and advancements in user-centered technology, demonstrating her dedication to improving how people interact with digital environments.
Collaborations
Zhou has worked alongside esteemed professionals such as Fei Wang and Huahai Yang. Collaborating with these experts has likely enriched her projects by combining diverse knowledge and skills, enhancing the quality and impact of her inventions.
Conclusion
In conclusion, Michelle Xue Zhou exemplifies a forward-thinking innovator whose patents significantly advance user behavior modeling and matching technologies. Her contributions pave the way for more intelligent and user-friendly systems, reflecting her commitment to enhancing the digital experience for individuals across various platforms.
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.