Title: Benjamin John Irving - Innovator in Machine Learning
Introduction
Benjamin John Irving is an inventor based in Oxford, GB. He is currently associated with Perspectum Limited, where he contributes to advancements in machine learning technologies. Although he does not hold any granted patents, his work in the field is noteworthy.
Latest Patent Applications
Irving's notable patent application is titled "Semi-Supervised Machine Learning Method and System Suitable for Identification of Patient Subgroups in Electronic Healthcare Records." This application describes a computer-implemented method for training an artificial neural network. The network consists of a feedforward autoencoder and a classification layer, designed to analyze electronic health records effectively. The method employs a combination of unsupervised and supervised learning techniques to enhance the network's performance in classifying and clustering patient data. This innovation aims to improve the identification of patient subgroups, treatment efficacy, and outcomes.
Conclusion
Benjamin John Irving is making significant contributions to the field of machine learning, particularly in healthcare applications. His innovative approaches have the potential to transform how patient data is analyzed and utilized.