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QuadraticUtilityCostFunction.h

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00001 // -*- C++ -*- 00002 00003 // PLearn (A C++ Machine Learning Library) 00004 // Copyright (C) 1998 Pascal Vincent 00005 // Copyright (C) 1999-2002 Pascal Vincent, Yoshua Bengio, Rejean Ducharme and University of Montreal 00006 // Copyright (C) 2001-2002 Nicolas Chapados, Ichiro Takeuchi, Jean-Sebastien Senecal 00007 // Copyright (C) 2002 Xiangdong Wang, Christian Dorion 00008 00009 // Redistribution and use in source and binary forms, with or without 00010 // modification, are permitted provided that the following conditions are met: 00011 // 00012 // 1. Redistributions of source code must retain the above copyright 00013 // notice, this list of conditions and the following disclaimer. 00014 // 00015 // 2. Redistributions in binary form must reproduce the above copyright 00016 // notice, this list of conditions and the following disclaimer in the 00017 // documentation and/or other materials provided with the distribution. 00018 // 00019 // 3. The name of the authors may not be used to endorse or promote 00020 // products derived from this software without specific prior written 00021 // permission. 00022 // 00023 // THIS SOFTWARE IS PROVIDED BY THE AUTHORS ``AS IS'' AND ANY EXPRESS OR 00024 // IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES 00025 // OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN 00026 // NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, 00027 // SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED 00028 // TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR 00029 // PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF 00030 // LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING 00031 // NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 00032 // SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 00033 // 00034 // This file is part of the PLearn library. For more information on the PLearn 00035 // library, go to the PLearn Web site at www.plearn.org 00036 00037 00038 /* ******************************************************* 00039 * $Id: QuadraticUtilityCostFunction.h,v 1.4 2004/04/07 23:17:33 morinf Exp $ 00040 * This file is part of the PLearn library. 00041 ******************************************************* */ 00042 00043 #ifndef QuadraticUtilityCostFunction_INC 00044 #define QuadraticUtilityCostFunction_INC 00045 00046 #include "Kernel.h" 00047 00048 namespace PLearn { 00049 using namespace std; 00050 00055 class QuadraticUtilityCostFunction : public Kernel 00056 { 00057 typedef Kernel inherited; 00058 00059 protected: 00060 real risk_aversion; 00061 ProfitFunc profit_function; 00062 public: 00063 QuadraticUtilityCostFunction(){} 00064 QuadraticUtilityCostFunction(real the_risk_aversion, CostFunc the_profit) 00065 : risk_aversion(the_risk_aversion), profit_function(the_profit) 00066 {} 00067 00068 PLEARN_DECLARE_OBJECT(QuadraticUtilityCostFunction); 00069 00070 virtual string info() const 00071 { return "quadratic_risk"; } 00072 00073 virtual real evaluate(const Vec& output, const Vec& target) const; 00074 00075 protected: 00080 static void declareOptions(OptionList &ol); 00081 }; 00082 00083 DECLARE_OBJECT_PTR(QuadraticUtilityCostFunction); 00084 00085 inline CostFunc quadratic_risk(real risk_aversion, CostFunc profit_function) 00086 { 00087 return new QuadraticUtilityCostFunction(risk_aversion, profit_function); 00088 } 00089 00090 } // end of namespace PLearn 00091 00092 #endif 00093

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