/// <summary> /// Gets the Log-Likelihood Ratio between two models. /// </summary> /// /// <remarks> /// The Log-Likelihood ratio is defined as 2*(LL - LL0). /// </remarks> /// /// <param name="input">A set of input data.</param> /// <param name="output">A set of output data.</param> /// <param name="regression">Another Logistic Regression model.</param> /// <returns>The Log-Likelihood ratio (a measure of performance /// between two models) calculated over the given data sets.</returns> /// public double GetLogLikelihoodRatio(double[][] input, double[] output, LogisticRegression regression) { return(2.0 * (this.GetLogLikelihood(input, output) - regression.GetLogLikelihood(input, output))); }