Setareh Borjian

Title: Setareh Borjian: Innovator in Demand Modeling

Introduction

Setareh Borjian is a notable inventor based in New Haven, Connecticut. She has made significant contributions to the field of demand modeling through her innovative patents. With a total of two patents to her name, her work focuses on optimizing demand prediction models.

Latest Patents

Setareh Borjian's latest patents include the "Optimized Tree Ensemble Based Demand Model." This invention generates and trains an optimized demand model for predicting the demand of an item. The model utilizes a plurality of trees, each containing levels of splits and nodes that correspond to demand features influencing item demand. The process involves selecting a demand feature that the majority of trees split on and optimizing it to generate a second bound. This method continues down each tree until a leaf node is reached, resulting in an optimized demand model.

Another patent under her name is also titled "Optimized Tree Ensemble Based Demand Model," which focuses on generating an optimized demand model specifically for retail items. This invention trains a tree ensemble machine learning model, storing upper bounds for each tree and determining optimal child nodes at the top split of each tree. The model calculates a new feasible region for each tree and generates the optimized demand model upon reaching the leaf nodes.

Career Highlights

Setareh Borjian has worked with prominent organizations, including Oracle International Corporation and the Massachusetts Institute of Technology. Her experience in these institutions has contributed to her expertise in demand modeling and machine learning.

Collaborations

Some of her notable coworkers include Leann Thayaparan and Kiran V Panchamgam. Their collaboration has likely enriched the innovative processes and outcomes in their respective projects.

Conclusion

Setareh Borjian is a distinguished inventor whose work in demand modeling has the potential to transform how businesses predict item demand. Her innovative patents reflect her commitment to advancing technology in this field.