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 to create …
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 and test …
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 …
AttributeError: 'SMOTE' object has no attribute 'fit_sample'
Feb 25, 2021 · Now only SMOTE().fit_resample(X_train, y_train) works. Also, all imblearn objects have a fit() method defined as well but it's completely useless because everything it does is already done …
How to properly use Smote in Classification models
May 24, 2022 · I am using smote to balanced the output (y) only for Model train but want to test the model with original data as it makes logic how we can test the model with smote created outputs. …
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?
Problems importing imblearn python package on ipython notebook
14 If it don't work, maybe you need to install "imblearn" package. Try to install: pip: pip install -U imbalanced-learn anaconda: conda install -c glemaitre imbalanced-learn Then try to import library in …
Balancing data in Python by using SMOTE library
Balancing data in Python by using SMOTE library Asked 5 years, 9 months ago Modified 2 years, 10 months ago Viewed 1k times
Using SMOTE-NC with categorical variables only - Stack Overflow
Nov 18, 2020 · ValueError: SMOTE-NC is not designed to work only with categorical features. It requires some numerical features. I wonder how one does tackle this issue given the fact that SMOTE-NC is …
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 test sets # …