Regression, PSM, Neural Networks

Free set of regression calculators, statistical matching techniques, and neural networks calculators.

Simple linear regression calculator	The linear regression calculator calculates the best fitting equation and the ANOVA table. The calculator draws the linear regression line (line fit plot) and the residual plot. Tests the linear model assumptions: residual normality, power, outliers. Generates step by step calculation. Reports in APA style.
Multiple linear regression calculator	Linear regression calculator with multiple variables and transformations. Calculates the best fitting equation, ANOVA table, coefficients table, standardized coefficients. Draws the linear regression line (line fit plot), residual plot, residuals Q-Q plot, residuals histogram. Tests the linear model assumptions: residual normality, power, homoscedasticity, multicollinearity outliers. Article: Sureiman O, Mangera CM. F-test of overall significance in regression analysis simplified. J Pract Cardiovasc Sci [serial online] 2020 [cited 2021 Oct 7];6:116-22.
Binary Logistic Regression	Logistic regression calculator with multiple variables. The dependent variable (y) is binary. For example: yes, no or 1, 0
Multinomial Logistic Regression	Multinomial logistic regression calculator with multiple variables. The dependent variable (y) is a categorical variable. For example: red, green, blue.
Propensity Score Matching Generator	PSM calculator: Propensity score estimation is performed using logistic regression, and matching is done using the nearest neighbor method, with an optional caliper.
Neural Network Calculator	The Neural Network calculator learn the relationship between the inputs and the outputs, predict new data, and generate the network plot. Supports feed-forward and recurrent networks (RNN, LSTM, GRU).