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  1. Why isn't Logistic Regression called Logistic Classification?

    Dec 8, 2014 · 120 Since Logistic Regression is a statistical classification model dealing with categorical dependent variables, why isn't it called Logistic Classification? Shouldn't the …

  2. Is Logistic Regression a classification or prediction model?

    Jun 30, 2023 · Explicitly, a logistic regression does no classification, instead returning predicted probabilities of event occurrence. However, the machine learning terminology seems to refer …

  3. Why not approach classification through regression?

    86 "..approach classification problem through regression.." by "regression" I will assume you mean linear regression, and I will compare this approach to the "classification" approach of …

  4. is logistic regression only for binary classification?

    May 1, 2017 · 0 Multinomial logistic regression can be used to do multi class classification. In addition, we can always use "one vs. rest" to turn binary classification to multi class …

  5. Logistic Regression for non-binary classification (multi-class) in R

    I know that logistic regression is used in R for binary classification and as a result it outputs the probabilities for the predicted value being either 0 or 1.

  6. Probability threshold in ROC curve analyses - Cross Validated

    Nov 11, 2023 · When conducting a logistic regression analysis in SPSS, a default threshold of 0.5 is used for the classification table. Consequently, individuals with a predicted probability < …

  7. machine learning - Logistic Regression on multiple classes …

    Apr 28, 2022 · Multinomial logistic regression is still logistic regression. And one-versus-rest classification is another common way to extend a binary classifier to multiple classes. See the …

  8. What's the difference between logistic regression and perceptron?

    Jul 20, 2015 · After doing that, we can use the Perceptron model for classification. So my question is - if this needs to be specified and we consider Perceptron as a classification …

  9. Logistic regression vs. LDA as two-class classifiers

    I am trying to wrap my head around the statistical difference between Linear discriminant analysis and Logistic regression. Is my understanding right that, for a two class classification problem, …

  10. machine learning - Classification XGBoost vs Logistic Regression ...

    Feb 27, 2019 · 13 I have a binary classification problem where the classes are slightly unbalanced 25%-75% distribution. I have a total of around 35 features after some feature engineering and …