1 | // $Id$ |
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2 | |
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3 | /* |
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4 | Copyright (C) 2003 Peter Johansson |
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5 | Copyright (C) 2004, 2005, 2006 Jari Häkkinen, Peter Johansson |
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6 | Copyright (C) 2007 Peter Johansson |
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7 | |
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8 | This file is part of the yat library, http://trac.thep.lu.se/yat |
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9 | |
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10 | The yat library is free software; you can redistribute it and/or |
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11 | modify it under the terms of the GNU General Public License as |
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12 | published by the Free Software Foundation; either version 2 of the |
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13 | License, or (at your option) any later version. |
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14 | |
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15 | The yat library is distributed in the hope that it will be useful, |
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16 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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17 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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18 | General Public License for more details. |
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19 | |
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20 | You should have received a copy of the GNU General Public License |
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21 | along with this program; if not, write to the Free Software |
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22 | Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA |
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23 | 02111-1307, USA. |
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24 | */ |
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25 | |
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26 | #include "PolynomialKernelFunction.h" |
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27 | #include "DataLookup1D.h" |
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28 | #include "DataLookupWeighted1D.h" |
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29 | #include "yat/statistics/AveragerPairWeighted.h" |
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30 | |
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31 | #include <cassert> |
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32 | #include <cmath> |
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33 | |
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34 | namespace theplu { |
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35 | namespace yat { |
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36 | namespace classifier { |
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37 | |
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38 | PolynomialKernelFunction::PolynomialKernelFunction(int order) |
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39 | : KernelFunction(), order_(order) |
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40 | { |
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41 | } |
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42 | |
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43 | |
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44 | double PolynomialKernelFunction::operator()(const DataLookup1D& x, |
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45 | const DataLookup1D& y) const |
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46 | { |
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47 | assert(x.size()==y.size()); |
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48 | return ((order_>1) ? pow(1+x*y,order_) : x*y); |
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49 | } |
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50 | |
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51 | |
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52 | double PolynomialKernelFunction::operator()(const DataLookup1D& x, |
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53 | const DataLookupWeighted1D& y) const |
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54 | { |
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55 | assert(x.size()==y.size()); |
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56 | statistics::AveragerPairWeighted averager; |
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57 | add(averager, x.begin(),x.end(), y.begin()); |
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58 | if(order_>1) |
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59 | return pow(1+averager.sum_xy(),order_); |
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60 | return averager.sum_xy(); |
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61 | } |
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62 | |
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63 | |
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64 | double PolynomialKernelFunction::operator()(const DataLookupWeighted1D& x, |
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65 | const DataLookupWeighted1D& y) const |
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66 | { |
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67 | assert(x.size()==y.size()); |
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68 | statistics::AveragerPairWeighted averager; |
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69 | add(averager, x.begin(), x.end(),y.begin()); |
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70 | if(order_>1) |
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71 | return pow(1+averager.sum_xy(),order_); |
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72 | return averager.sum_xy(); |
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73 | } |
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74 | |
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75 | |
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76 | }}} // of namespace cpptools, yat, and theplu |
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