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  1. SMOTE, Oversampling on text classification in Python

    Jun 23, 2018 · SMOTE will just create new synthetic samples from vectors. And for that, you will first have to convert your text to some numerical vector. And then use those numerical vectors …

  2. How to perform SMOTE with cross validation in sklearn in python

    Apr 9, 2019 · I have a highly imbalanced dataset and would like to perform SMOTE to balance the dataset and perfrom cross validation to measure the accuracy. However, most of the existing …

  3. Xgboost with Smote on imbalanced data - Stack Overflow

    Feb 22, 2024 · attached is the code for xgboost on ftir data with smote and smote_weights. the results based on smote is attached as image. From the confusion matrix, i understood that …

  4. python - Scikit Learn Pipeline with SMOTE - Stack Overflow

    Jun 24, 2022 · Just replace from sklearn.pipeline import Pipeline by from imblearn.pipeline import Pipeline, the version of Pipeline in imblearn allows SMOTE combined with the usual steps of …

  5. The right way of using SMOTE in Classification Problems

    Nov 8, 2023 · What is the right way to implement SMOTE() in a classification modeling process? I am really confused about how to apply SMOTE() there. Say I have the dataset split into train …

  6. Oversampling: SMOTE for binary and categorical data in Python

    Dec 5, 2017 · I would like to apply SMOTE to unbalanced dataset which contains binary, categorical and continuous data. Is there a way to apply SMOTE to binary and categorical data?

  7. python - Imbalance in scikit-learn - Stack Overflow

    SMOTE is not a builtin in scikit-learn, but there are implementations available online nevertheless. Edit: The discussion with a SMOTE implementation on GMane that I originally linked to, …

  8. SMOTE - could not convert string to float - Stack Overflow

    Dec 13, 2020 · I think I'm missing something in the code below. from sklearn.model_selection import train_test_split from imblearn.over_sampling import SMOTE # Split into training and …

  9. Imblearn SMOTE: How to set the sample_strategy parameter for a ...

    Apr 1, 2021 · Imblearn SMOTE: How to set the sample_strategy parameter for a multiclass imbalance dataset? Asked 4 years, 7 months ago Modified 4 years, 7 months ago Viewed 2k …

  10. AttributeError: 'NoneType' object has no attribute 'split' SMOTE

    May 19, 2022 · AttributeError: 'NoneType' object has no attribute 'split' SMOTE Asked 3 years, 5 months ago Modified 2 years, 8 months ago Viewed 8k times