Commit ad4e5415 authored by ljia's avatar ljia

* ADD Weisfeiler-Lehman subtree kernel and its result on dataset Asyclic.

parent fe1c63c0
......@@ -3,9 +3,17 @@ a python package for graph kernels.
## requirements
* numpy
* scipy
* matplotlib
* networkx
* sklearn
* tabulate
* 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 |
# 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
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