Location History:
- White Plains, NY (US) (2003 - 2011)
- Weymouth, MA (US) (2012 - 2014)
Company Filing History:
Years Active: 2003-2014
Title: Bruce S. Kristal: Innovator in Machine Learning Technologies
Introduction
Bruce S. Kristal, based in Weymouth, MA, is a distinguished inventor with a remarkable portfolio of 13 patents. His work is primarily focused on advancing machine learning technologies, making significant contributions to the field through innovative systems and methods.
Latest Patents
One of his latest patents is titled "System and method to enable training a machine learning network in the presence of weak or absent training exemplars." This groundbreaking invention describes a method that initializes nodes in a machine learning network and their connections to predetermined strength values. It involves presenting a first set of questions to various users, relating to factors that influence the network's output. The method collects responses from users, including choices and guesstimates, which subsequently inform adjustments to the predetermined strength values. The examples showcased demonstrate that synthetic training sets derived from expert or non-expert human guesstimates can effectively replace or enhance training data sets that are otherwise limited, ultimately leading to more accurate predictions.
Career Highlights
Throughout his career, Bruce has collaborated with notable organizations, including Cornell Research Foundation Inc. and Metabolon, Inc. His expertise and innovative mindset have established him as a key player in the development of machine learning applications.
Collaborations
Bruce has had the opportunity to work alongside talented professionals, including Rima Kaddurah-Daouk and Rolf John Martin. These collaborations have further fueled his research and innovation in the machine learning domain.
Conclusion
In summary, Bruce S. Kristal is a prominent inventor whose contributions to the field of machine learning are paving the way for enhanced predictive models and technologies. His extensive patent portfolio and collaborative efforts highlight his commitment to innovation and excellence in his work.