hyzhang98 / DFKM

Implementation of "Deep Fuzzy K-Means with Adaptive Loss and Entropy Regularization", IEEE Transactions on Fuzzy Systems.
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Issues about the torch version code #1

Open YuqiCui opened 4 years ago

YuqiCui commented 4 years ago

Hi, I've been read your article and I'm very interested in your work DFKM. I downloaded the USPS data from Kaggle (https://www.kaggle.com/bistaumanga/usps-dataset) and used it to run the torch version of DFKM, but the ACC and NMI seem to decrease during the training. Is there something I need to do with the data preprocessing or change the parameters?

hyzhang98 commented 4 years ago

Most datasets are downloaded from http://www.escience.cn/people/fpnie/index.html. It seems like ESCIENCE is unavailable now. I will upload some datasets.

YuqiCui commented 4 years ago

Thank you very much!

YuqiCui commented 4 years ago

Thank you again for sharing the dataset. The code seems to run just fine using the new data. But I can't find any description about the pre-processing in the article. I noticed that this USPS dataset has only 1854 samples but the raw USPS data has 9298 samples. And the range of data is [-1, 1] on the USPS dataset you provided, and [0, 1] on the raw USPS dataset. Could you please tell me how did you downsample this dataset and how to pre-processing?

hyzhang98 commented 4 years ago

I notice that all datasets downloaded from Prof. Nie's homepage are preprocessed in 2010, and they are widely used in many clustering/dimensionality-reduction papers. I tried my best to find the details, but the paper that uses this subset is really hard to find. If you are still interested in the details, I think you can look up the clustering-related papers of Prof. Nie (google scholar). And if I find the corresponding description, I will inform you at Github.

hyzhang98 commented 3 years ago

You can use email to contact. My email: hyzhang98@gmail.com or hyzhang98@mail.nwpu.edu.cn. I will regularly check it.

zhangyue233 commented 3 years ago

ok, thanks