Breast Cancer Detection

DocMusher
DocMusher New Altair Community Member
edited November 2024 in Altair RapidMiner

Hi RM friends,

For scientists or medical professionals interested in breast cancer detection, here is the link with the project. https://github.com/Ankitadutta2/Data-Mining-for-Breast-Cancer-Detection-using-RapidMiner

The text related with the project can be found here: https://github.com/Ankitadutta2/Data-Mining-for-Breast-Cancer-Detection-using-RapidMiner/blob/master/Team5_MiningReport.pdf

Cheers

Sven

 

#cancer #health #medicine

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Comments

  • User141505
    User141505 New Altair Community Member
    HI. interesting. i am looking for some applications in real life data in breast cancer. I took the same dataset and performed a few more tests with the following results.

    KNN
    accuracy: 92.63% +/- 3.38% (micro average: 92.62%)
    Deep Learning
    accuracy: 97.37% +/- 2.37% (micro average: 97.36%)
    Logistic regression
    accuracy: 95.43% +/- 1.48% (micro average: 95.43%)
    NaiveBayes
    accuracy: 92.97% +/- 2.98% (micro average: 92.97%)
    Decision Tree
    accuracy: 92.97% +/- 3.70% (micro average: 92.97%)
    Random Forest
    accuracy: 95.43% +/- 2.37% (micro average: 95.43%)

    In my opinion stability is important as well (in this case the more stable model seems to be Logistic regression).
    The more accurate and yet stable is deep learning (as highlighted from the ROC analisys). I attach a few screenshots.






  • albenpure
    albenpure New Altair Community Member
    According to Computational Health Sciences, albendazole common deworming pills are highly effective in destroying cancerous tissue. It’s branded as Alben Pure and can be ordered online.

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