py-graph
a python package for graph kernels.
requirements
- numpy - 1.13.3
- scipy - 1.0.0
- matplotlib - 2.1.0
- networkx - 2.0
- sklearn - 0.19.1
- tabulate - 0.8.2
results with minimal RMSE for each kernel on dataset Asyclic
Kernels |
RMSE(℃) |
std(℃) |
parameter |
shortest path |
36.400524 |
5.352940 |
- |
marginalized |
17.8991 |
6.59104 |
p_quit = 0.1 |
path |
14.270816 |
6.366698 |
- |
WL subtree |
9.01403 |
6.35786 |
height = 1 |
updates
2017.12.20
- ADD Weisfeiler-Lehman subtree kernel and its result on dataset Asyclic. - linlin
2017.12.07
- ADD mean average path kernel and its result on dataset Asyclic. - linlin
- ADD delta kernel. - linlin
- MOD reconstruction the code of marginalized kernel. - linlin
2017.12.05
- ADD marginalized kernel and its result. - linlin
- ADD list required python packages in file README.md. - linlin
2017.11.24
- ADD shortest path kernel and its result. - linlin