Company Filing History:
2 out of 2,885 
1 out of 832,880 Years Active: 2004-2014
Title: Rolf John Martin: Innovator in Machine Learning
Introduction
Rolf John Martin is a notable inventor based in Sherman, CT (US). He has made significant contributions to the field of machine learning, holding a total of 3 patents. His work focuses on developing systems and methods that enhance the training of machine learning networks.
Latest Patents
One of Rolf John Martin's latest patents is a system and method to enable training a machine learning network in the presence of weak or absent training exemplars. This innovative method involves initializing nodes in a machine learning network and establishing connections between these nodes to a predetermined strength value. The nodes represent factors that determine the output of the network. The process includes providing a first set of questions to a plurality of users, which relate to at least one of the factors. The method also involves receiving choices and guesstimates from users in response to these questions and adjusting the predetermined strength value based on the received input. The examples presented demonstrate that synthetic training sets derived from both expert and non-expert human guesstimates can effectively replace or augment training data sets that are limited in size, scope, or quality, thereby improving the accuracy of predictions.
Career Highlights
Throughout his career, Rolf John Martin has worked with various organizations, including the Cornell Research Foundation Inc. His experience in these roles has contributed to his expertise in machine learning and innovation.
Collaborations
Rolf John Martin has collaborated with notable individuals in his field, including Bruce S Kristal. These partnerships have likely enriched his work and expanded the impact of his inventions.
Conclusion
Rolf John Martin is a distinguished inventor whose work in machine learning continues to influence the field. His innovative approaches to training machine learning networks demonstrate the potential for advancements in technology through thoughtful research and collaboration.