Project Status & Future Work
Status
As of November 2016
- Designed basic benchmark model & developed R codes for the whole process
- Analysed Mumbai-Delhi & Delhi-Gawahati routes and validated various hypotheses
- Tested the accuracy of D-Trees, Random Forest, SVM and various mathematical models
As of February 2017
- Collected and analysed data for 16 routes which spanned across business & tourist routes in India
- Some of the routes had non-decreasing prices and thus the model suggested to buy the ticket always
- Implemented Gradient Boosting and statistical analysis
- Added a boolean parameter of Holidays
- Developed a basic UI for the model