Search Results for author: Gouri Deshpande

Found 2 papers, 0 papers with code

How Much Data Analytics is Enough? The ROI of Machine Learning Classification and its Application to Requirements Dependency Classification

no code implementations28 Sep 2021 Gouri Deshpande, Guenther Ruhe, Chad Saunders

Our findings indicate that considering ROI as additional criteria can drastically influence ML selection when compared to decisions based on accuracy as the sole criterion

Classification Decision Making

Beyond Accuracy: ROI-driven Data Analytics of Empirical Data

no code implementations14 Sep 2020 Gouri Deshpande, Guenther Ruhe

Since ROI-driven Data Analytics provides a simple yet effective direction to discover when to stop further investigation while considering the cost and value of the various types of analysis, it helps to avoid over-analyzing empirical data.

Active Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.