Company Filing History:
Years Active: 2014-2023
Title: Innovations of Subramanian Sankaranarayanan
Introduction
Subramanian Sankaranarayanan is a notable inventor based in Naperville, IL, with a significant contribution to the field of machine learning and optimization. He holds a total of seven patents, showcasing his expertise and innovative approach to complex problems.
Latest Patents
One of his latest patents is titled "Systems and methods for active learning from sparse training data." This invention outlines a method for training a machine learning model using fewer than ten initial training data points to create a candidate model. The process involves performing a Monte Carlo sampling to evaluate the model's outputs and determining if they meet specific convergence conditions. If the outputs do not satisfy these conditions, the model is further trained using additional data points. Conversely, if the outputs meet the conditions, the candidate model is finalized.
Another significant patent is "Systems and methods for hierarchical multi-objective optimization." This method focuses on optimizing objective functions based on a hierarchy. It includes applying parameters to generate outputs and evaluating them against tolerance conditions. If the outputs do not meet the criteria, penalties are assigned, and convergence conditions are assessed. The method also incorporates genetic algorithms to modify parameters until the desired convergence is achieved.
Career Highlights
Subramanian is currently employed at UChicago Argonne, LLC, where he continues to push the boundaries of innovation in his field. His work is characterized by a commitment to advancing machine learning techniques and optimization strategies.
Collaborations
He collaborates with talented individuals such as Henry Chan and Mathew J Cherukara, contributing to a dynamic and innovative work environment.
Conclusion
Subramanian Sankaranarayanan's contributions to the fields of machine learning and optimization through his patents reflect his dedication to innovation and problem-solving. His work continues to influence advancements in technology and research.
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.