Aline Riquetti Campos Emídio

Title: Aline Riquetti Campos Emídio: Innovator in Machine Learning Bias Mitigation

Introduction

Aline Riquetti Campos Emídio is a notable inventor based in Brasília, Brazil. She has made significant contributions to the field of machine learning, particularly in developing systems that address bias in decision-making models. With a total of 3 patents, her work is paving the way for more equitable technology.

Latest Patents

One of Aline's latest patents focuses on "Systems, methods, and graphical user interfaces for mitigating bias in a machine learning-based decisioning model." This innovative system includes obtaining a decisioning dataset that comprises a plurality of favorable decisioning records and at least one unfavorable decisioning record. It utilizes a machine learning algorithm to detect a favorable decisioning record that is closest to the unfavorable record. The process involves executing a counterfactual assessment and generating an explainability artifact based on bias intensity metrics. This artifact is then displayed in a user interface, providing insights into the bias present in the decision-making model.

Career Highlights

Aline is currently employed at SAS Institute Inc., where she continues to develop her expertise in machine learning and bias mitigation. Her work is instrumental in creating more transparent and fair decision-making processes in technology.

Collaborations

Aline collaborates with Luiz Henrique Outi Kauffmann, contributing to the advancement of their shared goals in the field of machine learning.

Conclusion

Aline Riquetti Campos Emídio is a pioneering inventor whose work in mitigating bias in machine learning is making a significant impact. Her innovative patents and career at SAS Institute Inc. highlight her commitment to creating equitable technology solutions.