Microsoft

Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data

Differentially private (DP) synthetic data sets are a solution for sharing data while preserving the privacy of individual data providers. Understanding the effects of utilizing DP synthetic data in ...
IEEE

Airport Visibility Classification Based on Multimodal Fusion of Image-Tabular Data

Abstract: Low visibility is a major cause of flight delays and airport cancellations. Hence, providing accurate prediction of airport visibility is vital to prevent significant losses for airlines, ...
IEEE

Tabular Data Classification Method Based on Image Transformation and Capsule Networks

Abstract: Due to the fundamental differences in structure between tabular data and image data, CNNs (Convolutional Neural Networks) are challenging to apply directly to the analysis and classification ...