Keith E Mathias

Title: Keith E Mathias: Innovator in Intelligent Systems and Neural Networks

Introduction

Keith E Mathias is a notable inventor based in Ossining, NY (US). He has made significant contributions to the fields of intelligent systems and neural networks, holding a total of 7 patents. His work focuses on enhancing user experience through adaptive technology and improving neural network architectures.

Latest Patents

One of his latest patents is titled "Method and apparatus for presentation of intelligent, adaptive alarms, icons and other information." This invention allows system actions, such as presenting information to a user via a remote control device, to be carried out according to user preferences. These preferences are learned through observation of user behavior over time and can be verified by the user. The system can automatically, semi-automatically, or user-initiated repeat particular actions when appropriate conditions are met. The information presented may include alarm signals, visible icons, or other types of information through various interfaces, including audio and tactile.

Another significant patent is the "Method for improving neural network architectures using evolutionary algorithms." This invention reduces noise associated with conventional techniques for evolutionary improvement of neural network architectures. It allows for a more efficient determination of an optimum architecture by including parameters that affect the initialization of a neural network within the encoding used by an evolutionary algorithm. This approach ensures that beneficial initialization parameters are propagated through generations, while those that negatively impact training are not.

Career Highlights

Throughout his career, Keith has worked with prominent companies such as Koninklijke Philips Corporation N.V. and Philips Electronics North America Corporation. His experience in these organizations has contributed to his expertise in developing innovative technologies.

Collaborations

Keith has collaborated with notable individuals in his field, including J David Schaffer and Larry James Eshelman. These collaborations have further enriched his work and contributed to advancements in technology.

Conclusion

Keith E Mathias is a distinguished inventor whose work in intelligent systems and neural networks has made a significant impact. His innovative patents and collaborations reflect his commitment to advancing technology for improved user experiences.