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  1. Is Logistic Regression a classification or prediction model?

    Jun 30, 2023 · In this forum, there are opposite opinions(1), (2) on the uses of logistic regression. Ones say, it is a classification model and others say it is a prediction model. Therefore, the question that I...

  2. Computing the variance explained by a predictor variable in logistic ...

    Sep 20, 2023 · 3 I'm keen to know how to compute the variance explained by a particular predictor variable in the model (say component specific R squared). I went through Calculate variance …

  3. What do the residuals in a logistic regression mean?

    In my book Regression Modeling Strategies I downplay the use of residuals in logistic regression because (1) logistic regression makes no distributional assumptions and (2) there are more direct …

  4. Walk through `rms::calibrate` for logistic regression

    Jan 26, 2022 · The calibrate function in the rms R package allows us to compare the probability values predicted by a logistic regression model to the true probability values. This is easy enough: just plot …

  5. logistic - Regression with only categorical variables - Cross Validated

    Is it possible to conduct a regression if all dependent and independent variables are categorical variables?

  6. Why is logistic regression a linear model? - Cross Validated

    Mar 3, 2014 · I want to know why logistic regression is called a linear model. It uses a sigmoid function, which is not linear. So why is logistic regression a linear model?

  7. classification - Why is logistic regression a linear classifier ...

    Logistic regression is neither linear nor is it a classifier. The idea of a "decision boundary" has little to do with logistic regression, which is instead a direct probability estimation method that separates …

  8. Logistic Regression: Scikit Learn vs Statsmodels

    Mar 26, 2016 · It is the exact opposite actually - statsmodels does not include the intercept by default. See the SO threads Coefficients for Logistic Regression scikit-learn vs statsmodels and scikit-learn & …

  9. What is the difference between logistic and logit regression?

    Oct 17, 2014 · For example, some people would say they're the same, but other people would use "logistic function" (and hence sometimes even 'a logistic regression') to refer to a nonlinear …

  10. Calculating confidence intervals for a logistic regression

    Jul 2, 2018 · I'm using a binomial logistic regression to identify if exposure to has_x or has_y impacts the likelihood that a user will click on something. My model is the following: fit = glm (formula = has_cli...