#region License Information /* HeuristicLab * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using System.Collections.Generic; using System.Linq; using HeuristicLab.Common; namespace HeuristicLab.Analysis.Statistics { public static class EnumerableStatisticExtensions { public static Tuple ConfidenceIntervals(this IEnumerable values, double alpha) { return ConfidenceIntervals(values.ToArray(), alpha); } public static Tuple ConfidenceIntervals(this double[] values, double alpha) { double lower, upper; int n = values.Length; if (n <= 1) return new Tuple(double.NaN, double.NaN); double s = values.StandardDeviation(); double x = values.Average(); double t = alglib.invstudenttdistribution(n - 1, (1.0 - alpha) / 2.0); lower = x + t * (s / Math.Sqrt(n)); upper = x - t * (s / Math.Sqrt(n)); return new Tuple(lower, upper); } } }