Michael Hosking

Title: Michael Hosking: Innovator in Fairness Aware Optimization

Introduction

Michael Hosking is an accomplished inventor based in Columbus, OH (US). He has made significant contributions to the field of optimization through his innovative patent. His work focuses on ensuring fairness in various applications, which is increasingly important in today's technology-driven world.

Latest Patents

Michael Hosking holds a patent titled "System and method for fairness aware optimization with features quantization." This patent discloses various methods and processes, apparatuses or systems, and media for performing fairness aware optimization. The present disclosure provides acquiring and quantizing a plurality of input features for an application. It includes binning each of the plurality of input features quantized so that each feature is assigned to a bin among a plurality of bins. This process results in a matrix of bin membership for each application. A vector is then generated based on this matrix to evaluate against a target value and the presence of disparity in outcome for a protected input feature. Once a coefficient vector that optimizes an output while negating any disparity is identified, the optimization model is updated for subsequent processing. Michael Hosking has 1 patent to his name.

Career Highlights

Michael is currently employed at JPMorgan Chase Bank, N.A., where he applies his expertise in optimization. His work contributes to the bank's efforts in enhancing fairness in financial applications. His innovative approach has positioned him as a valuable asset in the field of technology and finance.

Collaborations

Michael has collaborated with notable colleagues such as Ivan Brugere and Joseph Zweier. Their combined efforts in research and development have further advanced the projects they are involved in.

Conclusion

Michael Hosking is a pioneering inventor whose work in fairness aware optimization is making a significant impact in technology. His contributions are essential in promoting equity in various applications, and his ongoing work at JPMorgan Chase Bank, N.A. continues to drive innovation forward.