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stats_utils.h

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00001 // -*- C++ -*- 00002 00003 // PLearn (A C++ Machine Learning Library) 00004 // Copyright (C) 2003 Pascal Vincent, Yoshua Bengio 00005 00006 // Redistribution and use in source and binary forms, with or without 00007 // modification, are permitted provided that the following conditions are met: 00008 // 00009 // 1. Redistributions of source code must retain the above copyright 00010 // notice, this list of conditions and the following disclaimer. 00011 // 00012 // 2. Redistributions in binary form must reproduce the above copyright 00013 // notice, this list of conditions and the following disclaimer in the 00014 // documentation and/or other materials provided with the distribution. 00015 // 00016 // 3. The name of the authors may not be used to endorse or promote 00017 // products derived from this software without specific prior written 00018 // permission. 00019 // 00020 // THIS SOFTWARE IS PROVIDED BY THE AUTHORS ``AS IS'' AND ANY EXPRESS OR 00021 // IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES 00022 // OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN 00023 // NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, 00024 // SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED 00025 // TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR 00026 // PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF 00027 // LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING 00028 // NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 00029 // SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 00030 // 00031 // This file is part of the PLearn library. For more information on the PLearn 00032 // library, go to the PLearn Web site at www.plearn.org 00033 00034 00035 /* ******************************************************* 00036 * $Id: stats_utils.h,v 1.6 2004/08/03 21:07:46 dorionc Exp $ 00037 * This file is part of the PLearn library. 00038 ******************************************************* */ 00039 00040 00043 #ifndef stats_utils_INC 00044 #define stats_utils_INC 00045 00046 #include "Mat.h" 00047 #include <plearn/vmat/VMat.h> 00048 00049 namespace PLearn { 00050 using namespace std; 00051 00063 void SpearmanRankCorrelation(const VMat &x, const VMat& y, Mat& r); 00064 00070 real testNoCorrelationAsymptotically(real r, int n); 00071 00083 void testSpearmanRankCorrelationPValues(const VMat &x, const VMat& y, Mat& pvalues); 00085 void testSpearmanRankCorrelation(const VMat &x, const VMat& y, Mat& r, Mat& pvalues); 00086 00089 real max_cdf_diff(Vec& v1, Vec& v2); 00090 00091 00125 real KS_test(real D, real N, int conv=10); 00126 00132 void KS_test(Vec& v1, Vec& v2, int conv, real& D, real& p_value); 00133 00138 real KS_test(Vec& v1, Vec& v2, int conv=10); 00139 00146 real paired_t_test(Vec u, Vec v); 00147 00148 } // end of namespace PLearn 00149 00150 00151 #endif

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