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GeodesicDistanceKernel.h

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00001 // -*- C++ -*- 00002 00003 // GeodesicDistanceKernel.h 00004 // 00005 // Copyright (C) 2004 Olivier Delalleau 00006 // 00007 // Redistribution and use in source and binary forms, with or without 00008 // modification, are permitted provided that the following conditions are met: 00009 // 00010 // 1. Redistributions of source code must retain the above copyright 00011 // notice, this list of conditions and the following disclaimer. 00012 // 00013 // 2. Redistributions in binary form must reproduce the above copyright 00014 // notice, this list of conditions and the following disclaimer in the 00015 // documentation and/or other materials provided with the distribution. 00016 // 00017 // 3. The name of the authors may not be used to endorse or promote 00018 // products derived from this software without specific prior written 00019 // permission. 00020 // 00021 // THIS SOFTWARE IS PROVIDED BY THE AUTHORS ``AS IS'' AND ANY EXPRESS OR 00022 // IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES 00023 // OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN 00024 // NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, 00025 // SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED 00026 // TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR 00027 // PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF 00028 // LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING 00029 // NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 00030 // SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 00031 // 00032 // This file is part of the PLearn library. For more information on the PLearn 00033 // library, go to the PLearn Web site at www.plearn.org 00034 00035 /* ******************************************************* 00036 * $Id: GeodesicDistanceKernel.h,v 1.8 2004/07/23 13:43:58 tihocan Exp $ 00037 ******************************************************* */ 00038 00039 // Authors: Olivier Delalleau 00040 00044 #ifndef GeodesicDistanceKernel_INC 00045 #define GeodesicDistanceKernel_INC 00046 00047 #include "Kernel.h" 00048 00049 namespace PLearn { 00050 using namespace std; 00051 00052 class GeodesicDistanceKernel: public Kernel 00053 { 00054 00055 private: 00056 00057 typedef Kernel inherited; 00058 00060 mutable Mat dist_xi_x_sorted1, dist_xi_x_sorted2, dist_xi_x_sorted; 00061 00062 protected: 00063 00064 // ********************* 00065 // * Protected options * 00066 // ********************* 00067 00068 public: 00069 00070 // ************************ 00071 // * Public build options * 00072 // ************************ 00073 00074 Ker distance_kernel; 00075 string geodesic_file; 00076 int knn; 00077 bool pow_distance; 00078 string shortest_algo; 00079 VMat geo_distances; 00080 00081 // **************** 00082 // * Constructors * 00083 // **************** 00084 00086 GeodesicDistanceKernel(); 00087 00089 GeodesicDistanceKernel(Ker the_distance_kernel, int the_knn = 10, 00090 string the_geodesic_file = "", bool the_pow_distance = false); 00091 00092 // ****************** 00093 // * Kernel methods * 00094 // ****************** 00095 00096 private: 00097 00099 void build_(); 00100 00101 protected: 00102 00104 static void declareOptions(OptionList& ol); 00105 00106 public: 00107 00108 // ************************ 00109 // **** Object methods **** 00110 // ************************ 00111 00113 virtual void build(); 00114 00116 virtual void makeDeepCopyFromShallowCopy(map<const void*, void*>& copies); 00117 00118 // Declares other standard object methods. 00119 // If your class is not instantiatable (it has pure virtual methods) 00120 // you should replace this by PLEARN_DECLARE_ABSTRACT_OBJECT_METHODS. 00121 PLEARN_DECLARE_OBJECT(GeodesicDistanceKernel); 00122 00123 // ************************ 00124 // **** Kernel methods **** 00125 // ************************ 00126 00133 int computeNearestGeodesicNeighbour(int i, const Mat& distances_xi_x_sorted, real* dist_i = 0) const; 00134 00140 real computeShortestDistance(int i, const Mat& distances_xi_x_sorted) const; 00141 00143 virtual real evaluate(const Vec& x1, const Vec& x2) const; 00144 00145 virtual real evaluate_i_j(int i, int j) const; 00146 00147 virtual real evaluate_i_x(int i, const Vec& x, real squared_norm_of_x=-1) const; 00148 00149 virtual real evaluate_i_x_again(int i, const Vec& x, real squared_norm_of_x=-1, bool first_time = false) const; 00150 00153 virtual real evaluate_i_x_from_distances(int i, const Mat& distances_xi_x_sorted) const; 00154 00156 virtual void setDataForKernelMatrix(VMat the_data); 00157 00158 // *** SUBCLASS WRITING: *** 00159 // While in general not necessary, in case of particular needs 00160 // (efficiency concerns for ex) you may also want to overload 00161 // some of the following methods: 00162 // virtual real evaluate_x_i(const Vec& x, int i, real squared_norm_of_x=-1) const; 00163 // virtual real evaluate_x_i_again(const Vec& x, int i, real squared_norm_of_x=-1, bool first_time = false) const; 00164 // virtual void computeGramMatrix(Mat K) const; 00165 // virtual void addDataForKernelMatrix(const Vec& newRow); 00166 // virtual void setParameters(Vec paramvec); 00167 // virtual Vec getParameters() const; 00168 00169 00170 }; 00171 00172 // Declares a few other classes and functions related to this class. 00173 DECLARE_OBJECT_PTR(GeodesicDistanceKernel); 00174 00175 } // end of namespace PLearn 00176 00177 #endif 00178

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