Company Filing History:
Years Active: 2025
Title: Michael Neumann: Innovator in Remote Monitoring Technologies
Introduction
Michael Neumann is a distinguished inventor based in Winterbach, Germany. He has made significant contributions to the field of remote monitoring technologies, holding a total of 3 patents. His work focuses on developing systems that enhance the understanding and tracking of condition progression through innovative metrics.
Latest Patents
One of his latest patents is titled "Multimodal metrics for remote monitoring of condition progression." This system identifies efficacious markers by storing collected multimodal digital markers from two cohorts: one experiencing a sign onset and the other a non-sign onset. The system employs selection logic to identify markers that best capture differences between these cohorts. Additionally, it includes responsiveness logic, time to detect change logic, sample size logic, and sensitivity logic to ensure accurate monitoring of condition deterioration.
Another notable patent is "Interpretable index score for combining multimodal metrics for remote monitoring of condition progression." This computer-implemented method generates interpretable, composite marker indexes that are both discriminative and noise-robust. It involves storing remotely collected multimodal digital markers, grouping multicollinear features into clusters, and selecting representative features for classification tasks. The method culminates in a composite marker index that clearly indicates the contributions of each representative feature.
Career Highlights
Michael Neumann is currently employed at Modality.ai, where he continues to push the boundaries of technology in remote monitoring. His innovative approaches have positioned him as a key player in the development of systems that improve patient care and condition tracking.
Collaborations
Throughout his career, Michael has collaborated with talented individuals such as Hardik Kothare and Vikram Ramanarayanan. These partnerships have fostered a creative environment that encourages the exchange of ideas and the advancement of technology.
Conclusion
Michael Neumann's work in remote monitoring technologies exemplifies the impact of innovation in healthcare. His patents reflect a commitment to improving the understanding of condition progression, ultimately benefiting patients and healthcare providers alike.