Comments (7)
Have you tried with the command line interface? Some information about what (single-threaded) library and parameter you use would also help.
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I'm making a production implementation of a paper I will publish soon. The first prototype was done with Neuroph, a ML library for Java that have a SOM implementation, I've got the 700+ clusters for a learning rate of 0.35 and 2000 iterations.
The current implementation is being done in Python and the library that gave me similar results is minisom (https://github.com/JustGlowing/minisom) with 10000 iterations, a sigma of 0.8 and a learning rate of 0.45. For comparison purposes 2000 iterations with minisom gives me ~250 clusters (sigma=0.8, learning_rate=0.45 also).
I will try with the CLI and see what I get.
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So, I have ran Minisom and Somoclu's CLI. With the parameters above i've got 723 clusters for Minisom and 23 clusters for Somoclu.
I saved the interim files. If it helps I can send you a sample of the dataset I'm using and the the interim files as well.
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I feel the reason is the 'Epoch' in somoclu is different from the 'iteration' in minisom. One minisom iteration trains one sample while one epoch in somoclu goes through all samples.
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I'm sorry @xgdgsc but what is that means? Should @pcamelo reduce the number of epochs?
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I think so. He can calculate the equivalent parameter in both and see the result.
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I will do that and give feedback once I reach a conclusion.
Thank you @xgdgsc and @kryptpt .
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Related Issues (20)
- /home/docker/R/Rsomoclu/libs/Rsomoclu.so: undefined symbol: _ZTI8Snapshot
- Licensing and GPL HOT 6
- MATLAB interfece Batch algorithm HOT 4
- (core dumped) HOT 3
- Attempting to use an MPI routine before initializing MPI HOT 4
- single dimensional clustering
- upgradation problem HOT 1
- errors importing native C library (python 3.8.6 & swig 4.0.1) HOT 4
- update official repos (pypi and conda) HOT 3
- TypeError: train expected 23 arguments, got 22 HOT 2
- Can I set the random seed? HOT 4
- Get bmu of testing data HOT 2
- Numpy requirement in setup.py HOT 5
- conda-forge PackagesNotFoundError HOT 6
- How can I assign a cluster to new data? HOT 1
- Batch mode and learning rate HOT 3
- Can't build wheel with somoclu and pip 23.1 HOT 2
- Warning: the binary library cannot be imported. You cannot train maps, but you can load and analyze ones that you have already saved. If you installed Somoclu with pip on Windows, this typically means missing DLLs. Please refer to the documentation. HOT 4
- linux/arm64 for conda-forge
- About UMatrix visualization (question)
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