Company Filing History:
Years Active: 2022-2025
Title: Kohei Miyaguchi: Innovator in Medical Event Prediction
Introduction
Kohei Miyaguchi is a notable inventor based in Kanagawa, Japan. He has made significant contributions to the field of medical technology, particularly in predicting medical events through innovative methods. With a total of 3 patents, Miyaguchi's work is paving the way for advancements in healthcare.
Latest Patents
Miyaguchi's latest patents include a groundbreaking method for predicting diabetes complications through health record monitoring. This computer-implemented method involves receiving an electronic health record (EHR) that includes various observation variables and timestamps. The EHR is converted into a K-dimensional vector that represents cumulative-stay time at different patient medical states. A hardware processor then processes this vector using a medical event time prediction model, which has been trained to output predictions of medical event times.
Another significant patent is focused on model aggregation for fitted Q-evaluation. This method estimates the utility of a decision-making policy based on a dataset of state-action-reward-state tuples. It automatically selects the best bootstrapping estimator from a set of candidates, ensuring that the estimation error remains below a specified threshold.
Career Highlights
Miyaguchi is currently employed at International Business Machines Corporation, commonly known as IBM. His work at IBM allows him to collaborate with other talented professionals in the field of technology and healthcare.
Collaborations
Some of his notable coworkers include Hiroshi Kajino and Takayuki Katsuki. Their collaborative efforts contribute to the innovative projects at IBM, enhancing the potential for breakthroughs in medical technology.
Conclusion
Kohei Miyaguchi's contributions to medical event prediction demonstrate his commitment to advancing healthcare through technology. His innovative patents reflect a deep understanding of both medical needs and technological capabilities.