1 | #define BDMLIB // not an ideal way to prevent double registration of UI factories... |
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2 | #include "stat/exp_family.h" |
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3 | #include "stat/emix.h" |
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4 | #include "mat_checks.h" |
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5 | #include "test_util.h" |
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6 | #include "UnitTest++.h" |
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7 | |
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8 | using namespace bdm; |
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9 | |
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10 | const double epsilon = 0.00001; |
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11 | |
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12 | namespace UnitTest |
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13 | { |
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14 | |
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15 | inline void CheckClose(TestResults &results, const itpp::vec &expected, |
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16 | const itpp::vec &actual, double tolerance, |
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17 | TestDetails const& details) { |
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18 | if (!AreClose(expected, actual, tolerance)) { |
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19 | MemoryOutStream stream; |
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20 | stream << "Expected " << expected << " +/- " << tolerance << " but was " << actual; |
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21 | |
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22 | results.OnTestFailure(details, stream.GetText()); |
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23 | } |
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24 | } |
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25 | |
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26 | inline void CheckClose(TestResults &results, const itpp::mat &expected, |
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27 | const itpp::mat &actual, double tolerance, |
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28 | TestDetails const& details) { |
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29 | if (!AreClose(expected, actual, tolerance)) { |
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30 | MemoryOutStream stream; |
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31 | stream << "Expected " << expected << " +/- " << tolerance << " but was " << actual; |
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32 | |
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33 | results.OnTestFailure(details, stream.GetText()); |
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34 | } |
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35 | } |
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36 | |
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37 | } |
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38 | |
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39 | TEST(test_enorm) { |
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40 | RNG_randomize(); |
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41 | |
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42 | // Setup model |
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43 | vec mu("1.1 -1"); |
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44 | ldmat R(mat("1 -0.5; -0.5 2")); |
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45 | |
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46 | RV x("{x }"); |
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47 | RV y("{y }"); |
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48 | |
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49 | enorm<ldmat> E; |
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50 | E.set_rv(concat(x,y)); |
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51 | E.set_parameters(mu, R); |
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52 | CHECK_EQUAL(mu, E.mean()); |
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53 | CHECK_CLOSE(2.11768, E.lognc(), epsilon); |
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54 | CHECK_CLOSE(1.0, normcoef(&E, vec("-5 5"), vec("-5 5")), 0.01); |
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55 | |
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56 | int N = 1000; |
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57 | vec ll(N); |
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58 | mat Smp = E.sample(1000); |
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59 | vec Emu = sum(Smp, 2) / N; |
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60 | CHECK_CLOSE(mu, Emu, 0.3); |
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61 | |
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62 | mat Er = (Smp * Smp.T()) / N - outer_product(Emu, Emu); |
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63 | CHECK_CLOSE(R.to_mat(), Er, 0.3); |
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64 | |
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65 | epdf *Mg = E.marginal(y); |
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66 | CHECK_CLOSE(vec("-1"), Mg->mean(), epsilon); |
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67 | |
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68 | // putting them back together |
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69 | mpdf *Cn = E.condition(x); |
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70 | mepdf mMg(Mg); |
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71 | Array<mpdf *> A(2); |
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72 | A(0) = Cn; |
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73 | A(1) = &mMg; |
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74 | mprod mEp(A); |
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75 | Smp = mEp.samplecond(vec(0), 1000); |
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76 | Emu = sum(Smp, 2) / N; |
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77 | CHECK_CLOSE(mu, Emu, 0.3); |
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78 | |
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79 | Er = (Smp * Smp.T()) / N - outer_product(Emu, Emu); |
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80 | CHECK_CLOSE(R.to_mat(), Er, 0.3); |
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81 | |
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82 | // test of pdflog at zero |
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83 | vec zero(0); |
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84 | vec zero2("0 0"); |
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85 | CHECK_CLOSE(E.evallog(zero2), mEp.evallogcond(zero2, zero), epsilon); |
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86 | } |
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87 | |
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88 | // from testEpdf |
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89 | TEST(test_enorm_sum) { |
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90 | vec x = "-10:0.1:10"; |
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91 | vec y = "-10:0.1:10"; |
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92 | |
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93 | RV rv("{x2 }", "2"); |
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94 | vec mu0 = "0.0 0.0"; |
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95 | mat V0 = "5 -0.05; -0.05 5.20"; |
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96 | fsqmat R(V0); |
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97 | |
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98 | enorm<fsqmat> eN; |
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99 | eN.set_rv(rv); |
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100 | eN.set_parameters(mu0, R); |
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101 | |
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102 | vec pom(2); |
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103 | double suma = 0.0; |
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104 | for (int i = 0; i < x.length(); i++) { |
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105 | for (int j=0; j<y.length(); j++) { |
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106 | pom(0) = x(i); |
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107 | pom(1) = y(j); |
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108 | suma += exp(eN.evallog(pom)); |
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109 | } |
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110 | } |
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111 | |
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112 | CHECK_CLOSE(100, suma, 0.1); |
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113 | } |
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