Meera Das

Title: Meera Das: Innovator in Risk Factor Predictive Modeling

Introduction

Meera Das is a prominent inventor based in Toronto, Canada. She has made significant contributions to the field of risk factor predictive modeling, particularly through her innovative patent work. With a total of 2 patents, her inventions focus on enhancing document summarization techniques and their applications in transaction monitoring systems.

Latest Patents

Meera's latest patents include systems and methods for risk factor predictive modeling with document summarization. These patents describe a system and method that generates summarized articles and risk factor categorizations for display at a graphical user interface (GUI) dashboard. The transaction monitoring system features an adverse media dashboard pipeline that processes risk factor alerts and generates document summarizations for display on user devices. The document summarization process extracts several sentences from a source text and stacks them to create a coherent summary. The method employs a machine learning word embedding model to create a vector representation of each sentence, generating a sentence similarity matrix by computing cosine similarity values. A sentence graph creation algorithm constructs a graph based on the sentence similarity matrix and calculates importance scores for selecting sentences for the document summary. The GUI dashboard is designed with multiple regions to display alert report records, media records, and visualizations of document summaries and risk factors.

Career Highlights

Meera Das currently works at the Bank of Montreal, where she applies her expertise in predictive modeling and document summarization. Her work has been instrumental in developing systems that enhance the efficiency and accuracy of transaction monitoring processes.

Collaborations

Meera collaborates with her coworker, Drew R Galow, who also contributes to the innovative projects at the Bank of Montreal. Their combined efforts in research and development have led to advancements in risk factor predictive modeling.

Conclusion

Meera Das is a trailblazer in the field of risk factor predictive modeling, with her innovative patents paving the way for improved transaction monitoring systems. Her contributions are shaping the future of document summarization and risk assessment in financial institutions.