Table of Contents
Project: Hurricanes
Approach
Because of low resolution of GFS data, detecting a possible occurrence of hurricane can be performed in two steps: picking a possible grid from GFS and examining further with high resolution data.
1. Setting up a problem * To classify the grid that has hurricane. * To suggest a probability that hurricane exist on each grid. * To predict a possible (exact) location of hurricanes
2. Preprocessing of Data * Unbalanced data handling * Target setup corresponding problem
3. Large Data Processing * Vector Quantization * Chunking (SVM)
4. Testing and selecting classification method