Chitra Balwant Bhagwat

Title: Chitra Balwant Bhagwat: Innovator in Data Mining Technologies

Introduction

Chitra Balwant Bhagwat is a prominent inventor based in Woburn, MA (US). She has made significant contributions to the field of data mining, holding a total of 3 patents. Her work focuses on enhancing the efficiency and effectiveness of data mining models, which are crucial in various applications across industries.

Latest Patents

One of her latest patents is titled "Binning predictors using per-predictor trees and MDL pruning." This innovation addresses the challenge of reducing memory footprint and computation during the decision tree build phase while minimizing information loss and the introduction of false information artifacts. The method involves constructing a binary tree for the predictor, which splits the values into multiple portions, and defining the bins of the predictor as the leaves of the pruned tree.

Another notable patent is "Automated model building and evaluation for data mining system." This invention provides a method, system, and computer program product that automatically generates data mining models of adequate or optimum quality. It reduces the need for user interaction, thereby lowering costs and improving the quality of model building. The process includes receiving information on models to be built, generating a model setting array, preparing source data, and evaluating the built models based on specified criteria.

Career Highlights

Chitra Bhagwat is currently employed at Oracle International Corporation, where she continues to innovate in the field of data mining. Her work at Oracle has allowed her to apply her expertise in developing advanced data mining solutions that benefit various sectors.

Collaborations

Throughout her career, Chitra has collaborated with notable colleagues, including Burton H Bloom and Peter J Stengard. These collaborations have contributed to her success and the advancement of data mining technologies.

Conclusion

Chitra Balwant Bhagwat is a trailblazer in the field of data mining, with a focus on creating efficient models that enhance data analysis. Her contributions through her patents and work at Oracle International Corporation highlight her significant impact on the industry.