An academic minor project at DTU under Prof. Anil Singh Parihar.
Objective: To implement and analyze various classification models such as k-means, fcm and pcm, and to demonstrate their applications in areas like demonetization and marketing strategies. Developed a MATLAB analytical tool to provide an engaging visual interface to these complex algorithms for a layman user.
For more details: Presentation
The following centroid-based algorithms were studied:
- K-means
- Fuzzy K-means or Fuzzy C-means (FCM)
- Probabilistic C-means (PCM)
Analysis performed on the following parameters:
- Number of iterations
- Average Distance From Center
- Running Time
- Analysis of Demonitization Defaulters
- Market Segmentation Can be used my business to improve marketing strategies