a hierachical clustering algorithm based on information theory
Project description
Python binding
How to build
The binding uses Cython.
To package the library, use python setup.py bdist_wheel.
Install the package by pip install --user pspartition.
Below is the pre-built binary packages:
| Platform | py3.6 | py3.7 |
|---|---|---|
| Windows | T | T |
| MacOS | T | T |
| Linux | T | T |
Demo code
import pspartition # classify the three data points shown in the above figure
g = pspartion.PsPartition(3, [(0,1,1),(1,2,1),(0,2,5)]) # index started from zero, similarity is 5 for vertex 0 and 2
g.run() # default to use psp_i algorithm to classify them
print(g.get_critical_values()) # [2,5]
print(g.get_partitions()) # get the result which has at least 2 categories, which is [0,1,0]
ChangeLog
- Version 0.2: expose
PSP(C++) class, which is high customizable in python. - Version 0.3: expose
PyGraphPDT(C++) class, which has similar API asPyGraphbut different inner implementation. - Version 0.5: expose
run_psp_iforInfoCluster. - Version 0.7: change the python binding name from
info_clustertopspartition.
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