1 | #include <iostream> |
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2 | #include <math.h> |
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3 | #include <Cubes/cubes.hh> |
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4 | #include <Utils/utils.hh> |
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5 | |
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6 | bool Image::isDetection(long x, long y) |
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7 | { |
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8 | if(this->par.getFlagFDR()) |
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9 | return ( this->pValue[y*axisDim[0]+x] < this->pCutLevel ); |
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10 | else |
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11 | return ( ((this->array[y*axisDim[0]+x]-this->mean)/this->sigma) > this->cutLevel ); |
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12 | } |
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13 | |
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14 | bool Image::isDetection(float value) |
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15 | { |
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16 | return ( ((value - this->mean) / this->sigma) > this->cutLevel ) ; |
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17 | } |
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18 | |
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19 | bool Image::isDetectionFDR(float pvalue) |
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20 | { |
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21 | return ( pvalue < this->pCutLevel ) ; |
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22 | |
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23 | } |
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24 | |
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25 | bool isDetection(float value, float mean, float sigma, float cut) |
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26 | { |
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27 | return ( ((value - mean) / sigma) > cut ) ; |
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28 | } |
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29 | |
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30 | int Image::setupFDR() |
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31 | { |
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32 | this->alpha = this->par.alphaFDR; |
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33 | |
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34 | // first calculate p-value for each pixel, using mean and sigma |
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35 | // assume Gaussian for now. |
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36 | bool *isGood = new bool[this->numPixels]; |
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37 | int *loopCtr = new int; |
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38 | for(*loopCtr=0;*loopCtr<this->numPixels;(*loopCtr)++) |
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39 | isGood[*loopCtr] = !(this->par.isBlank(this->array[*loopCtr])); |
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40 | |
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41 | float *rootTwo = new float; |
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42 | *rootTwo=sqrt(2.); |
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43 | for(int j=0;j<this->numPixels;j++){ |
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44 | if(isGood[j]) |
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45 | this->pValue[j] = 0.5*erfc((this->array[j] - this->mean) / (*rootTwo * this->sigma)); |
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46 | else |
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47 | this->pValue[j] = 1.; //need to make this high so that it won't be below the P cut level. |
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48 | } |
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49 | delete rootTwo; |
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50 | |
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51 | // now order them |
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52 | float *orderedP = new float[this->numPixels]; |
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53 | int *count = new int; |
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54 | *count = 0; |
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55 | for(*loopCtr=0;*loopCtr<this->numPixels;(*loopCtr)++) |
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56 | if(isGood[*loopCtr]) |
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57 | orderedP[(*count)++] = this->pValue[*loopCtr]; |
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58 | |
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59 | sort(orderedP,0,(*count-1)); |
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60 | |
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61 | // now find the maximum P value. |
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62 | int *max = new int; |
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63 | *max = -1; |
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64 | float *cN = new float; |
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65 | *cN = 0.; |
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66 | int *psfCtr = new int; |
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67 | int *numPix = new int; |
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68 | *numPix = int(this->par.getBeamSize()); |
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69 | for(*psfCtr=1;*psfCtr<=*numPix;(*psfCtr)++) |
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70 | *cN += 1./float(*psfCtr); |
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71 | delete psfCtr; |
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72 | delete numPix; |
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73 | |
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74 | for(*loopCtr=0;*loopCtr<*count;(*loopCtr)++) { |
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75 | if( orderedP[*loopCtr] < (double(*loopCtr+1)*this->alpha/(*cN * double(*count))) ) |
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76 | *max = *loopCtr; |
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77 | } |
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78 | |
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79 | this->pCutLevel = orderedP[*max]; |
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80 | |
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81 | delete [] orderedP; |
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82 | delete [] isGood; |
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83 | delete max; |
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84 | delete cN; |
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85 | delete count; |
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86 | delete loopCtr; |
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87 | } |
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88 | |
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