. . .

AREAS OF INTEREST:

CS: Machine Learning, Deep Learning, Image Processing, Time Series Analysis, Performance Verification, High Dimensional Data, Imbalanced Data, Spatiotemporal Data

Physics: Solar Flare Forecasting, Detection and Segmentation of Solar Events, Cost-Effective Evaluation Metrics for Forecast Models

RESEARCH TOPICS:

• Model Evaluation:

  • Evaluation of Salient-Object Detection with Fine Structures

  • Evaluation of Categorical and Probabilistic Classification

  • Robust Sampling of Rare Events

• Spatiotemporal Analysis:

  • Prediction of Space-Weather Events

  • Detection and Segmentation of Scientific Events

  • Task-Specific Feature Extraction and Optimization

• Multivariate Time Series Data:

  • Statistical Feature Extraction

  • Time Series Clustering