Company Filing History:
Years Active: 2005-2006
Title: Bruce Ferguson: Innovator in Support Vector Machine Technology
Introduction
Bruce Ferguson is a notable inventor based in Round Rock, TX (US). He has made significant contributions to the field of machine learning, particularly in the development of support vector machines (SVM). With a total of 3 patents, Ferguson's work has advanced the capabilities of SVM technology, making it more efficient and effective in processing data.
Latest Patents
Ferguson's latest patents include a "System and method for on-line training of a support vector machine." This innovative system allows for the SVM to be trained using training sets derived from a continuous stream of process data. The system is designed to detect the availability of new training data and construct training sets accordingly. Over time, multiple training sets are presented to the SVM, ensuring that it is effectively trained. A buffer is utilized to manage these training sets, allowing for the oldest set to be replaced as new data becomes available.
Another significant patent is the "System and method for pre-processing input data to a support vector machine." This invention focuses on preprocessing input data to enhance the performance of the SVM. The data preprocessor operates in two modes: run-time and training. It includes an input buffer for storing incoming data, which may be on different time scales. A time merge device reconciles this data to ensure it is aligned on a desired time scale, facilitating better training and predictive output from the SVM.
Career Highlights
Bruce Ferguson is currently employed at Pavilion Technologies, Inc., where he continues to innovate in the field of machine learning. His work has been instrumental in developing systems that improve the efficiency of SVMs, making them more applicable in various industries.
Collaborations
Ferguson has collaborated with notable colleagues such as Eric J Hartman and Doug Johnson. Their combined expertise has contributed to the advancement of technologies in the field of machine learning.
Conclusion
In summary, Bruce Ferguson is a distinguished inventor whose work in support vector machine technology has led to significant advancements in data processing and machine learning. His contributions continue to influence the field and inspire future innovations.
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