Michelle Xue Zhou

This inventor holds 25 USPTO granted patents and 14 published patent applications, primarily in Social Media Analytics. Top assignees: International Business Machines Corporation, Juji Corporation. Active years: 2007-2020.

IDiyas Innovation Intelligence. (2026). Inventor Profile: Michelle Xue Zhou. Retrieved from https://idiyas.com/inventor/michelle-xue-zhou

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

USPTO Granted Patents = 25 (Patent Applications = 14)

% Patents Active = 64.0

Average Co-Inventor Count = 3.3

ph-index = 6

Forward Citations = 131(Granted Patents)

Location History:

Briarcliff, NY (US) (2013)
Briarcliff Manor, NY (US) (2007 - 2016)
Saratoga, CA (US) (2012 - 2020)

Company Filing History:

23 out of 166,351

International Business Machines Corporation

Years Active: 2007-2020

Loading Chart...

Areas of Expertise:

User Attitudes

Social Media

Trust Modeling

Data Visualization

Interactive Inquiry

Opinion Data

Context-Aware Analysis

Dynamic Relationships

Task Optimization

Information Retrieval

Text Visualization

Automated Graphics

25 patents (USPTO):Sort by Forward CitationsExplore Patents

1. 10832349 - Modeling user attitudes toward a target from social media (2020-11-10),

2. 10720081 - Method and system for matching people with choices (2020-07-21),

3. 10635752 - Method and system for creating interactive inquiry and assessment bots (2020-04-28),

4. 10282460 - Mapping relationships using electronic communications data (2019-05-07),

5. 10127300 - Mapping relationships using electronic communications data (2018-11-13),

6. 10068204 - Modeling and visualizing a dynamic interpersonal relationship from social media (2018-09-04),

7. 10051069 - Action based trust modeling (2018-08-14),

8. 9741259 - Identification for performing tasks in open social media (2017-08-22),

9. 9569510 - Crowd-powered self-improving interactive visualanalytics for user-generated opinion data (2017-02-14),

10. 9299115 - Optimizing user selection for performing tasks in social networks (2016-03-29),

11. 9298855 - Optimization-based visual context management (2016-03-29),

12. 9292597 - Smart question routing and answerer growing for online community question-answer services (2016-03-22),

13. 9195635 - Temporal topic segmentation and keyword selection for text visualization (2015-11-24),

14. 9026541 - Optimizing user selection for performing tasks in social networks (2015-05-05),

15. 9015162 - Integrating smart social question and answers enabled for use with social networking tools (2015-04-21),

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.

Profile summary based on public USPTO records.

Data Sources: USPTO Patent Grant XML, Patent Center, EPO & CIPO • Normalized by IDiyas Innovation Graph. Methodology & provenance architecturePlease report any incorrect information to [email protected]

14 patents pending: