#include #include #include #define N_FEATURES 6 #define N_CLASSES 5 #define N_VECTORS 330 #define N_ROWS 5 #define N_COEFFICIENTS 4 #define N_INTERCEPTS 10 #define KERNEL_TYPE 'l' #define KERNEL_GAMMA 0.02 #define KERNEL_COEF 0.0 #define KERNEL_DEGREE 3 double vectors[330][6] = {{7.0, 46.0, 221.0, 203.0, 137.0, 136.0}, {39.0, 2.0, 168.0, 176.0, 127.0, 128.0}, {45.0, 3.0, 168.0, 175.0, 127.0, 128.0}, {44.0, 7.0, 171.0, 178.0, 126.0, 130.0}, {24.0, 2.0, 167.0, 175.0, 127.0, 128.0}, {7.0, 45.0, 221.0, 203.0, 137.0, 136.0}, {6.0, 0.0, 171.0, 178.0, 128.0, 127.0}, {8.0, 42.0, 215.0, 200.0, 135.0, 136.0}, {174.0, 36.0, 169.0, 159.0, 137.0, 129.0}, {166.0, 43.0, 194.0, 177.0, 143.0, 125.0}, {165.0, 42.0, 188.0, 173.0, 142.0, 124.0}, {166.0, 42.0, 191.0, 175.0, 142.0, 124.0}, {174.0, 36.0, 169.0, 159.0, 137.0, 129.0}, {174.0, 39.0, 167.0, 156.0, 138.0, 129.0}, {165.0, 43.0, 194.0, 178.0, 143.0, 124.0}, {3.0, 44.0, 178.0, 165.0, 137.0, 133.0}, {5.0, 28.0, 192.0, 185.0, 133.0, 132.0}, {174.0, 35.0, 149.0, 142.0, 136.0, 128.0}, {175.0, 37.0, 165.0, 154.0, 137.0, 129.0}, {7.0, 29.0, 210.0, 202.0, 133.0, 133.0}, {7.0, 27.0, 191.0, 186.0, 132.0, 132.0}, {173.0, 35.0, 151.0, 144.0, 136.0, 128.0}, {172.0, 36.0, 150.0, 142.0, 137.0, 128.0}, {166.0, 43.0, 193.0, 177.0, 143.0, 125.0}, {174.0, 39.0, 169.0, 158.0, 138.0, 129.0}, {174.0, 37.0, 170.0, 160.0, 138.0, 129.0}, {165.0, 43.0, 195.0, 179.0, 143.0, 124.0}, {166.0, 43.0, 194.0, 177.0, 143.0, 125.0}, {166.0, 41.0, 189.0, 174.0, 141.0, 125.0}, {165.0, 43.0, 194.0, 178.0, 142.0, 124.0}, {162.0, 44.0, 190.0, 174.0, 143.0, 122.0}, {174.0, 37.0, 170.0, 160.0, 138.0, 128.0}, {174.0, 36.0, 170.0, 160.0, 137.0, 129.0}, {162.0, 44.0, 190.0, 174.0, 143.0, 122.0}, {30.0, 20.0, 196.0, 190.0, 133.0, 130.0}, {174.0, 37.0, 171.0, 160.0, 138.0, 129.0}, {166.0, 44.0, 191.0, 175.0, 143.0, 125.0}, {166.0, 43.0, 192.0, 175.0, 143.0, 125.0}, {8.0, 44.0, 184.0, 173.0, 134.0, 136.0}, {7.0, 46.0, 180.0, 168.0, 135.0, 135.0}, {5.0, 25.0, 195.0, 189.0, 133.0, 132.0}, {174.0, 37.0, 164.0, 154.0, 138.0, 129.0}, {167.0, 55.0, 160.0, 143.0, 143.0, 125.0}, {171.0, 41.0, 191.0, 175.0, 141.0, 128.0}, {167.0, 55.0, 156.0, 140.0, 143.0, 125.0}, {172.0, 41.0, 184.0, 170.0, 140.0, 127.0}, {167.0, 39.0, 183.0, 170.0, 140.0, 125.0}, {170.0, 37.0, 184.0, 172.0, 139.0, 127.0}, {162.0, 63.0, 185.0, 161.0, 150.0, 120.0}, {167.0, 55.0, 158.0, 141.0, 143.0, 125.0}, {169.0, 40.0, 175.0, 163.0, 140.0, 126.0}, {170.0, 41.0, 189.0, 174.0, 141.0, 127.0}, {167.0, 57.0, 156.0, 139.0, 144.0, 125.0}, {170.0, 39.0, 174.0, 162.0, 139.0, 127.0}, {170.0, 37.0, 183.0, 171.0, 139.0, 127.0}, {168.0, 40.0, 178.0, 165.0, 140.0, 126.0}, {161.0, 63.0, 185.0, 161.0, 149.0, 120.0}, {171.0, 39.0, 184.0, 171.0, 140.0, 127.0}, {167.0, 55.0, 160.0, 143.0, 143.0, 125.0}, {167.0, 55.0, 159.0, 143.0, 143.0, 125.0}, {165.0, 54.0, 158.0, 142.0, 143.0, 124.0}, {170.0, 39.0, 174.0, 162.0, 139.0, 127.0}, {167.0, 40.0, 167.0, 156.0, 140.0, 125.0}, {167.0, 39.0, 183.0, 170.0, 140.0, 125.0}, {165.0, 41.0, 167.0, 155.0, 140.0, 125.0}, {168.0, 41.0, 175.0, 162.0, 140.0, 126.0}, {166.0, 53.0, 153.0, 138.0, 143.0, 125.0}, {170.0, 39.0, 174.0, 162.0, 139.0, 127.0}, {161.0, 60.0, 184.0, 161.0, 148.0, 120.0}, {162.0, 62.0, 182.0, 158.0, 149.0, 120.0}, {163.0, 59.0, 184.0, 162.0, 147.0, 122.0}, {167.0, 56.0, 158.0, 141.0, 144.0, 125.0}, {162.0, 63.0, 185.0, 161.0, 150.0, 120.0}, {163.0, 59.0, 186.0, 163.0, 148.0, 122.0}, {168.0, 56.0, 161.0, 143.0, 144.0, 125.0}, {171.0, 41.0, 189.0, 174.0, 141.0, 128.0}, {168.0, 56.0, 157.0, 140.0, 143.0, 125.0}, {168.0, 40.0, 165.0, 154.0, 139.0, 126.0}, {159.0, 47.0, 186.0, 169.0, 145.0, 120.0}, {167.0, 56.0, 158.0, 141.0, 144.0, 125.0}, {165.0, 55.0, 160.0, 143.0, 144.0, 124.0}, {161.0, 61.0, 186.0, 162.0, 149.0, 120.0}, {171.0, 41.0, 192.0, 176.0, 141.0, 128.0}, {167.0, 55.0, 157.0, 141.0, 143.0, 125.0}, {173.0, 40.0, 185.0, 170.0, 140.0, 128.0}, {168.0, 40.0, 176.0, 164.0, 140.0, 126.0}, {162.0, 62.0, 183.0, 159.0, 149.0, 120.0}, {171.0, 42.0, 187.0, 172.0, 141.0, 128.0}, {167.0, 41.0, 169.0, 157.0, 140.0, 125.0}, {171.0, 42.0, 187.0, 172.0, 141.0, 128.0}, {167.0, 54.0, 160.0, 143.0, 143.0, 125.0}, {160.0, 84.0, 164.0, 135.0, 155.0, 117.0}, {165.0, 79.0, 143.0, 120.0, 149.0, 122.0}, {165.0, 62.0, 176.0, 154.0, 148.0, 123.0}, {166.0, 84.0, 139.0, 115.0, 150.0, 123.0}, {165.0, 79.0, 144.0, 121.0, 149.0, 123.0}, {163.0, 75.0, 145.0, 123.0, 149.0, 121.0}, {165.0, 83.0, 136.0, 113.0, 149.0, 123.0}, {160.0, 91.0, 157.0, 127.0, 156.0, 117.0}, {166.0, 71.0, 149.0, 127.0, 147.0, 124.0}, {160.0, 85.0, 172.0, 141.0, 156.0, 117.0}, {166.0, 55.0, 178.0, 158.0, 145.0, 124.0}, {165.0, 79.0, 144.0, 121.0, 149.0, 123.0}, {166.0, 78.0, 142.0, 119.0, 149.0, 123.0}, {161.0, 86.0, 174.0, 142.0, 157.0, 118.0}, {166.0, 74.0, 150.0, 127.0, 149.0, 123.0}, {161.0, 87.0, 171.0, 139.0, 157.0, 117.0}, {153.0, 36.0, 105.0, 102.0, 136.0, 122.0}, {160.0, 68.0, 110.0, 97.0, 143.0, 121.0}, {165.0, 75.0, 151.0, 128.0, 149.0, 123.0}, {167.0, 57.0, 177.0, 156.0, 146.0, 124.0}, {165.0, 72.0, 144.0, 123.0, 147.0, 123.0}, {166.0, 71.0, 147.0, 126.0, 147.0, 124.0}, {164.0, 75.0, 145.0, 123.0, 149.0, 122.0}, {159.0, 90.0, 161.0, 131.0, 157.0, 116.0}, {165.0, 76.0, 143.0, 121.0, 148.0, 123.0}, {165.0, 78.0, 140.0, 118.0, 149.0, 123.0}, {161.0, 88.0, 162.0, 132.0, 156.0, 117.0}, {163.0, 74.0, 143.0, 122.0, 148.0, 121.0}, {166.0, 70.0, 148.0, 127.0, 147.0, 124.0}, {160.0, 81.0, 172.0, 143.0, 154.0, 117.0}, {163.0, 73.0, 142.0, 122.0, 148.0, 122.0}, {164.0, 84.0, 142.0, 117.0, 151.0, 122.0}, {165.0, 82.0, 138.0, 115.0, 150.0, 122.0}, {165.0, 73.0, 155.0, 132.0, 149.0, 123.0}, {166.0, 69.0, 149.0, 129.0, 146.0, 124.0}, {166.0, 62.0, 174.0, 152.0, 147.0, 123.0}, {160.0, 88.0, 167.0, 136.0, 157.0, 117.0}, {160.0, 82.0, 168.0, 139.0, 154.0, 117.0}, {165.0, 80.0, 155.0, 129.0, 151.0, 122.0}, {166.0, 62.0, 176.0, 154.0, 147.0, 123.0}, {165.0, 71.0, 146.0, 125.0, 147.0, 123.0}, {165.0, 74.0, 148.0, 126.0, 148.0, 123.0}, {165.0, 81.0, 147.0, 122.0, 150.0, 123.0}, {165.0, 79.0, 159.0, 132.0, 151.0, 123.0}, {165.0, 74.0, 148.0, 126.0, 149.0, 123.0}, {164.0, 83.0, 143.0, 119.0, 151.0, 121.0}, {166.0, 57.0, 167.0, 148.0, 145.0, 124.0}, {165.0, 79.0, 157.0, 131.0, 151.0, 122.0}, {160.0, 82.0, 168.0, 139.0, 154.0, 117.0}, {161.0, 81.0, 169.0, 140.0, 154.0, 118.0}, {161.0, 87.0, 171.0, 139.0, 157.0, 117.0}, {160.0, 87.0, 159.0, 130.0, 155.0, 117.0}, {164.0, 81.0, 137.0, 114.0, 149.0, 122.0}, {166.0, 73.0, 149.0, 127.0, 148.0, 123.0}, {167.0, 60.0, 172.0, 151.0, 146.0, 124.0}, {165.0, 82.0, 139.0, 116.0, 149.0, 123.0}, {165.0, 58.0, 178.0, 157.0, 146.0, 123.0}, {166.0, 72.0, 155.0, 132.0, 148.0, 124.0}, {166.0, 70.0, 148.0, 127.0, 147.0, 124.0}, {159.0, 87.0, 166.0, 136.0, 156.0, 116.0}, {164.0, 60.0, 169.0, 148.0, 146.0, 122.0}, {163.0, 74.0, 144.0, 123.0, 148.0, 122.0}, {160.0, 92.0, 160.0, 129.0, 157.0, 117.0}, {167.0, 72.0, 151.0, 129.0, 148.0, 124.0}, {164.0, 82.0, 143.0, 119.0, 150.0, 122.0}, {164.0, 57.0, 170.0, 151.0, 145.0, 123.0}, {165.0, 75.0, 152.0, 129.0, 149.0, 123.0}, {167.0, 57.0, 167.0, 148.0, 145.0, 125.0}, {164.0, 75.0, 145.0, 123.0, 149.0, 122.0}, {166.0, 76.0, 146.0, 123.0, 149.0, 123.0}, {166.0, 70.0, 159.0, 136.0, 148.0, 124.0}, {166.0, 73.0, 150.0, 127.0, 148.0, 123.0}, {165.0, 58.0, 165.0, 146.0, 145.0, 123.0}, {163.0, 75.0, 139.0, 119.0, 148.0, 121.0}, {166.0, 81.0, 143.0, 119.0, 150.0, 123.0}, {165.0, 86.0, 139.0, 114.0, 150.0, 122.0}, {164.0, 79.0, 144.0, 121.0, 150.0, 122.0}, {165.0, 60.0, 163.0, 144.0, 145.0, 123.0}, {164.0, 73.0, 149.0, 127.0, 148.0, 122.0}, {167.0, 56.0, 162.0, 145.0, 144.0, 124.0}, {164.0, 74.0, 148.0, 126.0, 148.0, 122.0}, {159.0, 85.0, 170.0, 140.0, 156.0, 116.0}, {159.0, 87.0, 166.0, 136.0, 156.0, 116.0}, {164.0, 84.0, 136.0, 113.0, 150.0, 122.0}, {163.0, 76.0, 138.0, 118.0, 148.0, 121.0}, {164.0, 81.0, 141.0, 118.0, 150.0, 122.0}, {164.0, 83.0, 144.0, 119.0, 151.0, 122.0}, {165.0, 70.0, 162.0, 138.0, 148.0, 123.0}, {165.0, 58.0, 165.0, 146.0, 145.0, 123.0}, {161.0, 81.0, 170.0, 141.0, 154.0, 118.0}, {167.0, 59.0, 162.0, 143.0, 145.0, 124.0}, {164.0, 81.0, 141.0, 118.0, 150.0, 122.0}, {151.0, 38.0, 106.0, 103.0, 137.0, 121.0}, {164.0, 72.0, 152.0, 130.0, 148.0, 122.0}, {163.0, 74.0, 141.0, 121.0, 148.0, 121.0}, {165.0, 78.0, 146.0, 123.0, 149.0, 123.0}, {163.0, 73.0, 146.0, 125.0, 148.0, 121.0}, {166.0, 70.0, 150.0, 128.0, 147.0, 124.0}, {164.0, 75.0, 144.0, 122.0, 149.0, 122.0}, {166.0, 70.0, 151.0, 130.0, 147.0, 124.0}, {164.0, 81.0, 142.0, 118.0, 149.0, 122.0}, {161.0, 81.0, 169.0, 140.0, 154.0, 118.0}, {159.0, 89.0, 157.0, 128.0, 156.0, 116.0}, {161.0, 83.0, 163.0, 134.0, 154.0, 118.0}, {163.0, 74.0, 141.0, 121.0, 148.0, 122.0}, {163.0, 73.0, 140.0, 120.0, 147.0, 121.0}, {161.0, 82.0, 165.0, 136.0, 154.0, 118.0}, {165.0, 78.0, 143.0, 120.0, 149.0, 123.0}, {164.0, 77.0, 141.0, 119.0, 148.0, 123.0}, {164.0, 85.0, 141.0, 116.0, 151.0, 122.0}, {165.0, 72.0, 144.0, 123.0, 147.0, 123.0}, {165.0, 73.0, 142.0, 121.0, 147.0, 123.0}, {147.0, 32.0, 107.0, 105.0, 135.0, 122.0}, {161.0, 88.0, 162.0, 132.0, 156.0, 117.0}, {165.0, 73.0, 148.0, 126.0, 148.0, 123.0}, {166.0, 78.0, 158.0, 132.0, 150.0, 123.0}, {166.0, 83.0, 141.0, 117.0, 150.0, 123.0}, {165.0, 80.0, 141.0, 118.0, 150.0, 123.0}, {163.0, 73.0, 142.0, 122.0, 148.0, 122.0}, {166.0, 74.0, 154.0, 131.0, 149.0, 124.0}, {165.0, 60.0, 165.0, 145.0, 146.0, 123.0}, {164.0, 83.0, 144.0, 119.0, 151.0, 122.0}, {164.0, 84.0, 140.0, 115.0, 150.0, 122.0}, {164.0, 84.0, 143.0, 118.0, 151.0, 122.0}, {165.0, 52.0, 164.0, 148.0, 143.0, 124.0}, {163.0, 73.0, 141.0, 121.0, 148.0, 122.0}, {160.0, 87.0, 169.0, 138.0, 156.0, 117.0}, {165.0, 82.0, 135.0, 113.0, 149.0, 123.0}, {166.0, 58.0, 174.0, 154.0, 146.0, 124.0}, {164.0, 75.0, 142.0, 121.0, 148.0, 122.0}, {167.0, 61.0, 180.0, 157.0, 147.0, 124.0}, {165.0, 80.0, 152.0, 127.0, 150.0, 123.0}, {164.0, 83.0, 155.0, 128.0, 152.0, 121.0}, {160.0, 92.0, 151.0, 122.0, 156.0, 117.0}, {159.0, 94.0, 165.0, 132.0, 158.0, 115.0}, {164.0, 82.0, 147.0, 122.0, 151.0, 122.0}, {165.0, 77.0, 127.0, 108.0, 147.0, 123.0}, {164.0, 78.0, 133.0, 112.0, 148.0, 122.0}, {164.0, 75.0, 161.0, 136.0, 151.0, 122.0}, {164.0, 78.0, 155.0, 130.0, 151.0, 122.0}, {164.0, 77.0, 132.0, 111.0, 147.0, 122.0}, {163.0, 79.0, 138.0, 116.0, 149.0, 121.0}, {164.0, 76.0, 160.0, 135.0, 151.0, 122.0}, {164.0, 77.0, 161.0, 135.0, 151.0, 122.0}, {162.0, 77.0, 154.0, 130.0, 151.0, 120.0}, {163.0, 77.0, 155.0, 131.0, 150.0, 121.0}, {161.0, 88.0, 158.0, 129.0, 155.0, 117.0}, {163.0, 77.0, 140.0, 118.0, 149.0, 121.0}, {163.0, 81.0, 131.0, 110.0, 149.0, 121.0}, {164.0, 82.0, 141.0, 117.0, 150.0, 121.0}, {164.0, 77.0, 134.0, 113.0, 148.0, 122.0}, {163.0, 79.0, 129.0, 109.0, 148.0, 122.0}, {163.0, 80.0, 156.0, 130.0, 151.0, 121.0}, {164.0, 83.0, 154.0, 127.0, 152.0, 121.0}, {163.0, 74.0, 160.0, 136.0, 150.0, 121.0}, {164.0, 66.0, 138.0, 121.0, 145.0, 123.0}, {164.0, 82.0, 158.0, 131.0, 152.0, 121.0}, {159.0, 94.0, 165.0, 132.0, 159.0, 115.0}, {164.0, 84.0, 142.0, 117.0, 151.0, 121.0}, {164.0, 74.0, 153.0, 131.0, 149.0, 122.0}, {160.0, 91.0, 164.0, 132.0, 157.0, 116.0}, {163.0, 75.0, 158.0, 134.0, 150.0, 121.0}, {164.0, 76.0, 159.0, 134.0, 151.0, 122.0}, {165.0, 79.0, 147.0, 123.0, 150.0, 123.0}, {164.0, 78.0, 143.0, 120.0, 149.0, 122.0}, {164.0, 77.0, 135.0, 114.0, 148.0, 122.0}, {164.0, 78.0, 158.0, 132.0, 151.0, 122.0}, {159.0, 95.0, 156.0, 125.0, 158.0, 115.0}, {164.0, 75.0, 160.0, 135.0, 150.0, 122.0}, {164.0, 82.0, 149.0, 123.0, 151.0, 121.0}, {163.0, 76.0, 161.0, 136.0, 151.0, 120.0}, {159.0, 94.0, 158.0, 127.0, 158.0, 115.0}, {164.0, 77.0, 155.0, 131.0, 150.0, 122.0}, {163.0, 82.0, 158.0, 131.0, 152.0, 121.0}, {165.0, 78.0, 142.0, 119.0, 149.0, 123.0}, {165.0, 70.0, 142.0, 123.0, 146.0, 123.0}, {164.0, 82.0, 157.0, 130.0, 152.0, 121.0}, {163.0, 86.0, 157.0, 129.0, 154.0, 120.0}, {164.0, 78.0, 162.0, 136.0, 151.0, 122.0}, {164.0, 77.0, 161.0, 134.0, 151.0, 122.0}, {163.0, 85.0, 158.0, 130.0, 154.0, 120.0}, {164.0, 76.0, 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0.9678687235924148, -73.68790750358734, -4.227025997275454, 1.3562921879195957, -52.96134598734288, -0.27471396053122976, -46.284469637986}; int weights[5] = {8, 34, 49, 132, 107}; int predict (double features[]) { int i, j, k, d, l; double kernels[N_VECTORS]; double kernel; switch (KERNEL_TYPE) { case 'l': // for (i = 0; i < N_VECTORS; i++) { kernel = 0.; for (j = 0; j < N_FEATURES; j++) { kernel += vectors[i][j] * features[j]; } kernels[i] = kernel; } break; case 'p': // (y+r)^d for (i = 0; i < N_VECTORS; i++) { kernel = 0.; for (j = 0; j < N_FEATURES; j++) { kernel += vectors[i][j] * features[j]; } kernels[i] = pow((KERNEL_GAMMA * kernel) + KERNEL_COEF, KERNEL_DEGREE); } break; case 'r': // exp(-y|x-x'|^2) for (i = 0; i < N_VECTORS; i++) { kernel = 0.; for (j = 0; j < N_FEATURES; j++) { kernel += pow(vectors[i][j] - features[j], 2); } kernels[i] = exp(-KERNEL_GAMMA * kernel); } break; case 's': // tanh(y+r) for (i = 0; i < N_VECTORS; i++) { kernel = 0.; for (j = 0; j < N_FEATURES; j++) { kernel += vectors[i][j] * features[j]; } kernels[i] = tanh((KERNEL_GAMMA * kernel) + KERNEL_COEF); } break; } int starts[N_ROWS]; int start; for (i = 0; i < N_ROWS; i++) { if (i != 0) { start = 0; for (j = 0; j < i; j++) { start += weights[j]; } starts[i] = start; } else { starts[0] = 0; } } int ends[N_ROWS]; for (i = 0; i < N_ROWS; i++) { ends[i] = weights[i] + starts[i]; } if (N_CLASSES == 2) { for (i = 0; i < N_VECTORS; i++) { kernels[i] = -kernels[i]; } double decision = 0.; for (k = starts[1]; k < ends[1]; k++) { decision += kernels[k] * coefficients[0][k]; } for (k = starts[0]; k < ends[0]; k++) { decision += kernels[k] * coefficients[0][k]; } decision += intercepts[0]; if (decision > 0) { return 0; } return 1; } double decisions[N_INTERCEPTS]; double tmp; for (i = 0, d = 0, l = N_ROWS; i < l; i++) { for (j = i + 1; j < l; j++) { tmp = 0.; for (k = starts[j]; k < ends[j]; k++) { tmp += kernels[k] * coefficients[i][k]; } for (k = starts[i]; k < ends[i]; k++) { tmp += kernels[k] * coefficients[j - 1][k]; } decisions[d] = tmp + intercepts[d]; d = d + 1; } } int votes[N_INTERCEPTS]; for (i = 0, d = 0, l = N_ROWS; i < l; i++) { for (j = i + 1; j < l; j++) { votes[d] = decisions[d] > 0 ? i : j; d = d + 1; } } int amounts[N_CLASSES]; for (i = 0, l = N_CLASSES; i < l; i++) { amounts[i] = 0; } for (i = 0; i < N_INTERCEPTS; i++) { amounts[votes[i]] += 1; } int classVal = -1; int classIdx = -1; for (i = 0; i < N_CLASSES; i++) { if (amounts[i] > classVal) { classVal = amounts[i]; classIdx= i; } } return classIdx; } int main(int argc, const char * argv[]) { /* Features: */ double features[argc-1]; int i; for (i = 1; i < argc; i++) { features[i-1] = atof(argv[i]); } /* Prediction: */ printf("%d", predict(features)); return 0; }