#statstab #465 Linear Regression vs. Logistic Regression

Thoughts: Not a very good article but the illustration is nice. Shows why drawing a straight line of best fit is an issue.

#logisticregression #linearmodel #regression #MachineLearning
#dataviz

https://pub.towardsai.net/machine-learning-fcf74f121167

Platt scaling calibrates HSVM binary predictions into probabilities using logistic regression, enabling effective multiclass classification https://hackernoon.com/platt-scaling-for-hsvm-calibrating-binary-to-probabilistic-predictions #logisticregression
Platt Scaling for HSVM: Calibrating Binary to Probabilistic Predictions | HackerNoon

Platt scaling calibrates HSVM binary predictions into probabilities using logistic regression, enabling effective multiclass classification

Want reproducible results in XLMiner? Set the seed to an integer like 12345, 42, or 2024 and get identical data partitions every run. See how this boosts logistic regression validation accuracy and keeps your Model Log clean for loan‑approval projects. Learn the simple steps now! #XLMiner #Seed #Reproducibility #LogisticRegression

🔗 https://aidailypost.com/news/set-seed-xlminer-use-integer-12345-42-2024-consistent-partitions

Как написать собственные классы классификации для маленьких

В прошлый раз я уже рассказывала о том, как в ходе обучения в "Школе 21" создавала класс линейной регресии , на этот раз будем рассматривать реализацию LogisticRegression, GaussianNB, KNN. Как и в прошлый раз, минимум теории, максимум практики.

https://habr.com/ru/articles/966764/

#LogisticRegression #GaussianNB #KNN #школа_21

Как написать собственные классы классификации для маленьких

В прошлый раз я уже рассказывала о том, как в ходе обучения в "Школе 21" создавала класс линейной регресии , на этот раз будем рассматривать реализацию LogisticRegression, GaussianNB, KNN. Как и в...

Хабр

#statstab #405 Best Practices for Estimating, Interpreting, and
Presenting Nonlinear Interaction Effects

Thoughts: Guidance on nonlinear interactions, reporting (probabilities) and visualisations.

#probit #logit #logisticregression #nonlinear #guide

https://sociologicalscience.com/download/vol-6/february/SocSci_v6_81to117.pdf

Logistic regression may be used for classification.

In order to preserve the convex nature for the loss function, a log-loss cost function has been designed for logistic regression. This cost function extremes at labels True and False.

The gradient for the loss function of logistic regression comes out to have the same form of terms as the gradient for the Least Squared Error.

More: https://www.baeldung.com/cs/gradient-descent-logistic-regression

#optimization #algebra #linearAlgebra #math #maths #mathematics #mathStodon #ML #dataScience #machineLearning #DeepLearning #neuralNetworks #NLP #modeling #modelling #models #dataDev #AIDev #regression #modelling #dataLearning #probabilities #logisticRegression #logLoss #sigmoid #classification #differentialCalculus #loss

#statstab #388 The odds are it's wrong: Correcting a common mistake in statistics

Thoughts: Report probabilities instead, which in R (not SPSS) can be easily computed for your models.

#odds #oddsratios #riskratios #probability #r #logisticregression

https://onlinelibrary.wiley.com/doi/10.1111/test.12391

#statstab #321 You Just Said Something Wrong About Logistic Regression by @Phdemetri

Thoughts: Odd, probabilities, and risk ratios. Coefficients in logistic regression are only one of these.

#logisticregression #oddsratio #riskratio #probability #odds #regression

https://dpananos.github.io/posts/2024-02-06-logit/

Demetri Pananos Ph.D - You Just Said Something Wrong About Logistic Regression

Demetri Pananos Ph.D

Statistics 1: ANOVA, Regression, and Logistic Regression | CoListy
Learn essential statistical techniques like ANOVA, regression, and logistic regression using SAS software. Perfect for beginners!
#freeonlinelearning #colisty #courselist #sas/stat #statistics1 #anova #regression #logisticregression #statisticalanalysis #predictivemodeling #sasprogramming #categoricaldata #dataanalysis #businessanalysts #researchers.

https://colisty.netlify.app/courses/statistics-1-anova-regression-and-logistic-regression/

Statistics 1: ANOVA, Regression, and Logistic Regression

Learn essential statistical techniques like ANOVA, regression, and logistic regression using SAS software. Perfect for beginners!