Company Filing History:
Years Active: 2020-2023
Title: The Innovative Mind of Natalia Summerville: Pioneering Patents in Data Analysis
Introduction: Natalia Summerville is a distinguished inventor based in Cary, NC, who has contributed to the field of computing with four patents to her name. Her work showcases a blend of technological innovation and sophistication, particularly in the analysis and modeling of multivariable data.
Latest Patents: Among her notable patents, the most recent include:
1. **Piecewise Linearization of Multivariable Data:** This invention involves a computing device that selects a piecewise linear regression model for multivariable data. It utilizes a hyperplane fitted to observation vectors through linear multivariable regression. The patent details the process of computing a baseline fit quality measure, sorting observation vectors based on independent variables, defining contiguous segments, and ultimately selecting a shortest path that demonstrates optimal fit quality.
2. **Location Network Analysis Tool for Predicting Contamination Change:** In this innovative patent, a computing system analyzes geolocation information from mobile devices to generate a time series representing mobility network graphs over specified time periods. It predicts changes in contamination statuses across geographic locations by estimating the movement of populations based on geolocation data. This invention is essential for timely interventions and responses in public health contexts.
Career Highlights: Natalia has established herself as a valuable asset within the Sas Institute Inc., where she contributes her expertise in computational models and data analysis. Her inventive approaches have not only advanced technologies but have also set new standards in how businesses can leverage data for predictive analytics.
Collaborations: Throughout her career, Natalia has worked alongside talented colleagues such as Pelin Cay and Nabaruna Karmakar. These collaborations have fostered an environment of creative thinking and comprehensive problem-solving, further enhancing the innovations stemming from their joint efforts.
Conclusion: Natalia Summerville's contributions to the field of computing through her patents stand as a testament to her innovative spirit and dedication to solving complex data-related challenges. Her work not only exemplifies the role of women in technology but also highlights the importance of collaboration in the advancement of groundbreaking inventions.