Yogesh Rane

Title: Innovations by Yogesh Rane in Software Defect Prediction

Introduction

Yogesh Rane is an accomplished inventor based in Raleigh, NC (US). He has made significant contributions to the field of software engineering, particularly in the area of defect prediction. His innovative approach leverages machine learning to enhance software quality and reliability.

Latest Patents

Yogesh Rane holds a patent titled "Devops driven cognitive cost function for software defect prediction." This patent presents approaches that enable domain knowledge-based software defect prediction. More specifically, it describes a cost function configured to train a machine learning model to predict defects in software versions. A domain knowledge penalty metric is determined for the software development team associated with the software version. A linear combination of this penalty metric is applied to the cost function, creating a domain knowledge-modified cost function. The machine learning model is then trained based on the minimization of this modified cost function, allowing it to report a set of predicted values.

Career Highlights

Yogesh Rane is currently employed at International Business Machines Corporation (IBM), where he continues to innovate in the field of software development. His work focuses on integrating advanced machine learning techniques to improve software defect prediction processes.

Collaborations

Yogesh collaborates with talented individuals such as Alexander Sobran and Bo Zhang, contributing to a dynamic and innovative work environment.

Conclusion

Yogesh Rane's contributions to software defect prediction through his patented innovations demonstrate his expertise and commitment to enhancing software quality. His work at IBM and collaborations with fellow inventors further highlight his impact in the field.