Mulguisin Clustering Algorithm 1
Comparison of Clustering Algorithms for Study of Cosmic Structure Finding
- According to step 5, schematic idea of MGS
- MGS performance test
- Ratio = (returned member)/(original member)
- For MST, there is no link with distance larger than about 10. So even if I increase the linking-length, the number of cluster does not change.
- MST → flat → because of algorithm
- There is fault
- Check the hierarchical clustering and DBSCAN again
- Hierarchical clustering : there are two criteria
- 1. Single : calculate euclidean distance
- 2. Ward : calculate variance of distance
- Single : distance_threshold = 1.0
- Ward : distance_threshold = 1.0
- DBSCAN : eps = 1.0, min_sample = 3
- When min_sample is very small, the result of DBSCAN return the same result of hierarchical