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add alternative approach from 2013-01
[synclust.git] / src / tests / t.convexSolver.c
... / ...
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1#include "tests/helpers.h"
2#include "sources/convexSolver.h"
3#include "sources/neighbors.h"
4
5//test on random matrix
6void test_convexSolver1()
7{
8 int nrow=100, ncol=11;
9 //usual parameters
10 double alpha = 0.2;
11 int k = 4, gmode = 3;
12
13 // initialize M to random matrix which somewhat simulate true data repartition
14 srand(time(NULL));
15 double* M = (double*)malloc(nrow*ncol*sizeof(double));
16 // fill series first
17 for (int j=0; j<ncol-2; j++)
18 {
19 for (int i=0; i<nrow; i++)
20 M[i+nrow*j] = (double)rand()/RAND_MAX;
21 }
22 // fill coordinates
23 int minCoord[2] = { 77100.0, 1023100.0}; // X, Y
24 int maxCoord[2] = {1710200.0, 2672200.0}; // X, Y
25 for (int j=ncol-2; j<ncol; j++)
26 {
27 for (int i=0; i<nrow; i++)
28 {
29 M[i+nrow*j] = minCoord[ncol-j-1] +
30 (maxCoord[ncol-j-1]-minCoord[ncol-j-1]) * (double)rand()/RAND_MAX;
31 }
32 }
33
34 // we need neighborhoods to apply solver
35 List** NI_tmp = getNeighbors_core(M, alpha, k, gmode, S_FALSE, nrow, ncol);
36 int** NIix = (int**)malloc(nrow*sizeof(int*));
37 int* lengthNIix = (int*)malloc(nrow*sizeof(int));
38 for (int i=0; i<nrow; i++)
39 {
40 ListIterator* iterJ = list_get_iterator(NI_tmp[i]);
41 int neighbSize = list_size(NI_tmp[i]);
42 lengthNIix[i] = neighbSize;
43 NIix[i] = (int*)malloc(neighbSize*sizeof(int));
44 for (int j=0; j<neighbSize; j++)
45 {
46 int tmpNeighb; listI_get(iterJ, tmpNeighb);
47 NIix[i][j] = tmpNeighb;
48 listI_move_next(iterJ);
49 }
50 listI_destroy(iterJ);
51 list_destroy(NI_tmp[i]);
52 }
53 free(NI_tmp);
54
55 // restrict M by removing coordinates columns
56 double* M_restrict = (double*)malloc(nrow*(ncol-2)*sizeof(double));
57 for (int j=0; j<ncol-2; j++)
58 {
59 for (int i=0; i<nrow; i++)
60 M_restrict[i+nrow*j] = M[i+nrow*j];
61 }
62 free(M);
63
64 // finally apply test [TODO?]
65 double pcoef = 1.0, h = 1e-3, eps = 1e-4;
66 int maxit = 1e3;
67 Parameters params = getVarsWithConvexOptim_core(
68 M_restrict, lengthNIix, NIix, nrow, ncol-2, pcoef, h, eps, maxit, S_FALSE, S_TRUE);
69
70 // free parameters memory
71 free(M_restrict);
72 free(lengthNIix);
73 for (int i=0; i<nrow; i++)
74 free(NIix[i]);
75 free(NIix);
76
77 // free results memory
78 free(params.theta);
79 for (int i=0; i<nrow; i++)
80 free(params.f[i]);
81 free(params.f);
82}
83
84//test with real dataset (birds observations)
85void test_convexSolver2()
86{
87 int nrow=625, ncol=9;
88 //usual parameters
89 double alpha = 0.2;
90 int k = 10, gmode = 1;
91
92 // initialize M to completed data from birds observations [NO coordinates]
93 double M[] = {0.20,1.0,1.10,0.70,0.60,0.0,0.0,0.10,0.50,0.50,0.0,1.0,1.30,1.0,0.0,1.50,0.90,0.40,0.70,1.10,1.20,0.90,1.10,0.80,1.20,1.70,1.60,1.30,1.30,0.30,1.20,0.30,0.20,0.30,0.80,0.0,0.30,0.30,1.20,0.80,0.0,0.0,0.90,0.90,1.50,0.50,0.30,1.90,1.20,1.80,1.20,3.40,2.20,1.10,0.90,0.80,0.50,1.70,1.50,0.60,0.90,0.90,0.60,0.0,1.50,1.0,0.20,0.30,1.10,1.10,0.50,2.80,0.50,0.80,0.30,0.70,2.0,1.0,1.30,0.40,0.0,0.80,1.0,1.40,0.50,1.0,1.10,1.60,1.10,0.80,1.0,0.0,2.50,1.60,1.20,0.80,1.0,1.20,0.40,0.60,0.0,0.20,0.40,1.40,1.90,1.10,1.30,1.70,0.70,0.10,1.90,0.0,0.0,0.0,0.0,0.80,0.30,0.60,0.70,0.20,0.40,2.20,2.50,0.50,1.0,1.80,1.20,1.30,0.666667,0.90,1.30,0.70,1.50,0.70,0.40,1.10,0.80,0.30,1.0,1.10,2.0,1.30,1.80,0.0,1.60,0.60,0.80,1.10,0.80,2.0,1.40,2.333333,1.70,0.60,0.70,1.40,0.70,0.50,1.120,0.40,1.28750,0.08750,0.08750,0.60,1.780,1.70,2.60,1.840,0.716667,0.133333,0.30,0.0,2.0,0.144444,0.20,1.70,0.58750,0.871429,0.416667,0.30,0.614286,0.714286,0.10,1.057143,1.233333,0.90,1.433333,0.60,1.16250,2.528571,1.5250,1.36250,1.150,0.942857,1.28750,1.30,2.23750,1.70,1.316667,1.50,1.70,1.350,0.520,0.60,1.385714,1.550,0.483333,1.20,1.36250,2.30,2.0,2.7750,2.933333,2.533333,1.80,0.333333,2.21250,1.2750,1.350,1.366667,1.20,2.10,0.083333,2.3750,1.414286,1.01250,1.650,1.01250,1.23750,1.46250,0.80,0.550,0.60,0.783333,0.3250,1.10,0.620,0.80,0.483333,1.057143,0.20,0.6250,0.3250,0.033333,0.250,0.150,0.20,0.666667,1.0,0.050,0.60,1.950,0.357143,0.0750,0.871429,1.0250,1.90,0.138889,0.90,0.76250,0.90,0.350,0.840,0.183333,1.60,0.90,0.46250,0.30,0.20,1.985714,2.26250,1.040,0.7750,1.550,1.433333,1.1750,0.30,2.20,0.4750,1.20,0.950,0.850,0.314286,1.30,0.866667,0.850,0.70,1.050,1.142857,0.0,0.8750,1.40,2.20,2.250,2.0,0.10,0.0,0.828571,0.26250,0.250,1.171429,0.6250,0.4250,1.10,0.8750,1.30,1.30,0.333333,0.642857,1.1750,1.250,0.242857,1.133333,0.60,0.20,1.442857,0.31250,0.450,1.23750,0.73750,1.033333,2.20,2.3750,0.30,2.26250,1.91250,1.78750,0.50,1.16250,1.7750,2.0,1.20,1.1250,0.70,1.10,0.871429,0.950,2.814286,0.96250,0.6750,1.2750,0.5250,1.46250,1.050,0.43750,0.350,0.30,1.380,0.66250,0.483333,1.56250,1.414286,1.457143,1.33750,1.120,1.350,0.81250,0.816667,2.73750,0.80,2.91250,0.30,0.608333,1.191837,2.2250,1.98750,2.4750,2.183333,2.250,3.5750,0.614286,0.03750,0.10,0.250,0.0,1.450,1.70,1.4250,2.214286,4.60,2.5250,1.10,1.30,1.80,1.350,1.33750,2.142857,1.50,1.9750,1.750,1.085714,1.7750,1.250,0.260,1.63750,1.250,1.70,0.742857,2.11250,1.050,0.60,0.533333,0.6250,0.820,1.060,0.880,0.10,1.585714,1.250,0.633333,0.90,0.48750,0.0,0.8750,1.528571,2.750,2.060,0.68750,1.70,1.76250,2.28750,2.86250,2.23750,1.60,1.4250,0.750,0.86250,1.13750,1.48750,0.90,0.914286,0.666667,0.70,0.0,1.30,0.60,0.842857,1.742857,2.080,0.166667,0.814286,2.050,1.60,2.580,2.10,2.233333,0.985714,1.785714,1.066667,1.90,2.180,0.70,1.60,0.780,2.10,0.071429,0.70,1.066667,0.840,0.816667,0.366667,0.80,0.40,1.50,0.883333,1.433333,0.071429,0.340,0.014286,1.10,1.228571,0.90,1.233333,1.466667,0.747619,0.80,0.928571,1.30,2.014286,0.50,1.166667,0.850,0.650,0.185714,0.550,0.10,1.485714,0.485714,0.0,1.10,0.850,0.857143,0.30,0.457143,0.20,1.446032,0.50,0.80,1.10,0.966667,0.550,1.150,0.950,0.714286,1.916667,0.533333,1.866667,0.850,0.750,0.20,0.980,0.90,0.880,0.266667,1.160,0.666667,1.50,1.740,1.680,1.3250,0.666667,1.240,0.560,0.533333,0.550,0.040,1.150,0.2250,0.90,1.050,0.460,1.466667,0.10,0.350,2.483333,1.666667,0.166667,0.0,1.30,1.340,2.0,1.480,1.460,1.633333,0.70,1.020,1.1750,0.30,1.680,1.7750,1.250,0.920,1.060,0.380,1.520,0.860,0.10,1.580,0.50,1.0750,0.333333,0.40,0.0750,1.950,0.9250,0.750,0.20,1.466667,1.150,0.4750,2.60,1.633333,1.30,0.566667,1.20,2.60,0.70,1.80,1.350,1.766667,0.70,0.50,0.50,1.0,1.10,0.033333,0.40,0.80,0.60,1.90,1.450,1.450,0.40,0.950,1.50,1.30,1.250,0.30,0.650,1.850,1.150,0.0,0.20,1.650,2.0,0.450,1.450,0.40,1.20,0.50,0.950,0.20,1.30,1.0,1.90,0.60,0.70,0.70,0.30,0.40,1.90,0.90,0.90,1.50,1.20,0.20,0.70,0.70,0.70,0.60,0.10,0.0,0.20,0.50,0.80,0.10,0.70,0.50,0.70,0.0,0.90,0.80,0.60,0.70,0.90,1.30,1.10,1.0,0.90,1.40,2.70,1.70,1.80,2.80,0.80,0.70,0.70,0.444444,0.40,0.70,0.20,0.20,0.40,0.90,0.80,0.0,0.0,1.10,1.20,1.40,0.60,0.40,0.90,1.20,2.10,1.50,3.40,2.20,1.20,1.0,1.40,0.50,2.0,1.30,0.80,0.80,0.90,0.80,0.60,1.50,1.20,0.20,0.30,1.0,0.80,0.40,2.0,1.0,1.10,0.80,1.0,2.20,1.10,1.40,0.40,0.542857,0.80,1.10,1.40,0.50,1.0,1.10,1.10,1.20,0.50,1.228571,0.0,2.30,2.0,1.10,0.90,0.90,1.20,1.10,0.40,0.10,0.10,2.40,1.70,2.250,1.20,2.70,1.90,0.20,0.40,1.50,0.30,0.0,0.0,0.0,0.750,0.30,0.7750,0.70,0.80,0.40,2.20,2.50,0.50,1.40,1.40,1.40,1.30,0.40,0.385714,2.30,1.20,2.0,1.60,0.10,1.0,1.0,0.30,1.20,2.80,2.0,0.80,2.0,0.0,2.10,1.10,1.0,1.0,1.0,1.80,2.60,1.961905,1.80,0.70,0.850,1.0,0.70,1.40,1.20,0.20,1.20,0.0,0.0,0.60,2.70,2.20,2.40,2.30,1.0,0.0,0.30,0.0,2.30,0.10,0.20,1.0,0.20,1.0,0.30,0.20,0.30,0.60,0.10,1.10,1.50,0.80,0.30,0.20,0.60,2.90,1.40,1.80,1.20,1.40,1.10,1.0,2.80,1.90,1.10,1.50,1.60,1.30,0.80,0.30,1.10,2.30,1.10,1.20,1.80,2.10,2.40,1.80,3.20,2.90,1.90,0.30,2.30,1.10,1.30,1.50,0.90,2.40,0.0,1.80,2.10,1.30,1.80,1.0,1.30,1.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94
95 // initialize neighborhoods as preprocessed (elsewhere...)
96 int lengthNIix[] = {3,4,4,3,2,3,4,3,4,3,4,3,4,3,3,4,4,3,3,4,4,2,4,4,3,4,3,3,4,3,4,3,4,4,4,4,3,3,4,4,4,3,3,3,3,3,4,3,4,4,3,3,4,4,4,3,2,3,4,4,4,4,3,4,4,4,3,3,3,3,2,2,4,4,3,4,4,3,4,4,4,4,4,4,4,4,4,3,3,3,3,4,3,3,3,4,4,3,4,4,4,4,4,4,2,2,4,4,2,3,4,4,3,4,4,3,4,4,4,4,4,4,3,4,4,3,4,3,3,3,4,3,4,4,4,4,3,4,4,3,3,4,4,3,3,4,3,4,4,3,4,4,4,4,4,4,4,3,4,3,4,3,3,4,4,4,4,4,3,4,4,3,3,4,3,4,3,4,4,2,3,4,2,3,3,3,4,3,4,4,3,3,3,4,4,4,4,4,4,4,3,3,2,3,3,3,4,4,4,4,3,4,3,4,3,4,4,3,3,4,3,4,3,3,3,4,4,3,3,4,4,2,3,3,4,4,2,3,3,4,4,4,4,3,3,3,4,4,4,4,4,4,4,4,4,3,4,3,4,4,4,3,3,3,3,3,3,4,3,4,4,3,3,4,4,4,4,4,4,4,3,4,3,4,3,4,4,4,4,3,3,4,4,4,4,3,3,4,4,4,4,3,3,3,4,4,4,3,4,4,3,3,4,3,4,4,4,4,4,4,4,4,3,4,3,3,4,3,3,3,4,4,3,3,3,3,3,2,4,3,4,4,4,3,2,3,2,3,4,4,3,3,3,4,4,4,4,4,3,4,4,2,3,4,3,4,4,3,3,2,4,3,1,2,1,4,3,4,3,3,4,4,4,4,4,4,4,3,3,4,4,4,4,4,3,4,3,4,3,3,4,4,3,4,4,4,3,3,3,3,3,3,3,3,3,3,4,4,2,2,3,3,3,3,4,4,3,3,2,4,3,4,3,4,4,4,3,4,4,4,3,3,2,2,3,3,3,2,4,4,4,3,3,3,4,3,4,4,3,2,4,3,4,2,3,4,4,4,3,4,3,4,4,3,3,3,4,4,4,4,2,4,4,2,3,4,4,2,4,3,4,2,2,3,3,3,3,4,3,4,4,4,3,3,3,3,4,4,4,4,3,3,2,4,3,3,3,4,4,4,4,4,2,3,4,4,2,2,4,4,4,3,4,3,3,3,4,3,4,4,3,4,4,3,3,3,4,4,4,1,4,3,2,3,3,2,4,3,3,3,4,4,4,3,4,4,4,3,3,3,4,3,3,3,2,4,3,2,3,3,4,4,4,4,3,4,4,4,2,3,4,4,3,4,3,4,3,3,4,4,2,2,4,4,2,4,3,3,3,3,2,4,4,4,4,3,3,3,3,3,4,4,3,3,3};
97 int NIix_tmp[625][4] =
98 {
99 {79,431,4,-1},
100 {3,568,542,331},
101 {431,4,82,83},
102 {4,1,431,-1},
103 {432,318,-1,-1},
104 {161,40,488,-1},
105 {162,611,488,40},
106 {506,489,373,-1},
107 {9,169,433,240},
108 {433,515,128,-1},
109 {171,244,170,468},
110 {433,515,129,-1},
111 {127,174,242,615},
112 {171,169,245,-1},
113 {174,588,406,-1},
114 {148,20,502,503},
115 {147,20,118,23},
116 {116,187,16,-1},
117 {181,187,178,-1},
118 {21,187,115,184},
119 {21,15,18,512},
120 {184,148,-1,-1},
121 {23,175,419,214},
122 {512,198,22,16},
123 {542,273,201,-1},
124 {150,561,210,49},
125 {420,422,140,-1},
126 {561,49,150,-1},
127 {83,386,504,224},
128 {232,514,234,-1},
129 {514,510,231,333},
130 {234,612,89,-1},
131 {33,238,593,245},
132 {32,8,247,592},
133 {262,260,38,39},
134 {468,243,240,10},
135 {615,243,41,-1},
136 {615,36,41,-1},
137 {615,13,247,464},
138 {615,464,168,163},
139 {466,615,5,261},
140 {263,162,40,-1},
141 {43,447,616,-1},
142 {42,616,48,-1},
143 {303,43,265,-1},
144 {616,265,510,-1},
145 {562,580,440,301},
146 {265,304,48,-1},
147 {44,580,265,303},
148 {416,471,279,26},
149 {578,606,55,-1},
150 {492,270,452,-1},
151 {269,270,492,452},
152 {50,105,596,614},
153 {56,50,280,592},
154 {50,126,107,-1},
155 {54,592,-1,-1},
156 {457,104,577,-1},
157 {64,616,44,65},
158 {62,333,73,469},
159 {62,469,333,290},
160 {69,595,65,300},
161 {335,59,290,-1},
162 {616,70,304,314},
163 {61,303,65,69},
164 {73,131,61,86},
165 {267,544,500,-1},
166 {289,267,137,-1},
167 {303,265,136,-1},
168 {61,303,131,-1},
169 {290,137,-1,-1},
170 {536,613,-1,-1},
171 {290,137,73,304},
172 {136,288,290,138},
173 {555,278,561,-1},
174 {154,519,78,229},
175 {555,279,564,78},
176 {78,429,75,-1},
177 {291,75,472,519},
178 {318,331,525,329},
179 {317,159,81,327},
180 {319,431,317,79},
181 {319,81,2,320},
182 {319,103,326,24},
183 {542,423,504,380},
184 {331,545,319,425},
185 {616,580,333,90},
186 {528,90,237,-1},
187 {543,206,90,-1},
188 {333,31,335,-1},
189 {334,88,62,-1},
190 {344,601,581,618},
191 {618,556,598,-1},
192 {598,618,556,-1},
193 {547,598,97,-1},
194 {96,124,97,94},
195 {97,399,623,496},
196 {350,479,348,-1},
197 {529,481,607,482},
198 {611,101,7,374},
199 {488,372,161,533},
200 {372,488,533,161},
201 {578,606,596,389},
202 {83,590,504,221},
203 {614,274,-1,-1},
204 {596,606,-1,-1},
205 {270,596,606,492},
206 {104,596,566,492},
207 {109,105,-1,-1},
208 {108,492,456,-1},
209 {606,269,596,518},
210 {494,479,349,597},
211 {574,415,502,-1},
212 {112,574,415,502},
213 {112,574,415,502},
214 {574,118,417,-1},
215 {120,411,415,180},
216 {118,502,184,115},
217 {117,182,415,18},
218 {560,116,181,558},
219 {181,116,17,417},
220 {502,178,184,415},
221 {502,184,178,-1},
222 {496,348,497,349},
223 {608,584,623,95},
224 {499,457,515,-1},
225 {127,593,515,567},
226 {459,169,499,-1},
227 {129,169,592,-1},
228 {169,173,238,-1},
229 {139,502,86,64},
230 {501,69,60,-1},
231 {58,315,139,501},
232 {115,73,137,306},
233 {500,520,116,311},
234 {410,131,502,288},
235 {131,410,73,-1},
236 {501,314,520,502},
237 {73,410,574,502},
238 {86,118,135,-1},
239 {416,540,415,-1},
240 {413,470,414,310},
241 {416,140,144,471},
242 {311,116,268,-1},
243 {574,142,575,-1},
244 {574,147,414,119},
245 {558,575,574,-1},
246 {574,16,15,414},
247 {575,147,15,574},
248 {26,144,199,-1},
249 {503,575,210,189},
250 {214,365,416,422},
251 {350,226,472,229},
252 {555,154,430,479},
253 {397,399,555,597},
254 {429,399,564,97},
255 {393,399,398,397},
256 {156,494,479,-1},
257 {432,4,79,555},
258 {432,80,4,-1},
259 {472,82,541,83},
260 {5,263,488,-1},
261 {41,611,7,-1},
262 {506,490,372,37},
263 {165,292,521,594},
264 {164,167,465,521},
265 {292,506,594,366},
266 {164,292,594,465},
267 {508,617,38,-1},
268 {129,13,173,242},
269 {433,242,129,10},
270 {433,10,14,-1},
271 {407,567,498,-1},
272 {174,14,169,406},
273 {173,14,8,-1},
274 {22,197,577,521},
275 {297,282,507,-1},
276 {507,192,297,176},
277 {560,17,118,18},
278 {182,537,-1,-1},
279 {116,500,122,-1},
280 {120,116,18,19},
281 {118,179,-1,-1},
282 {185,116,21,-1},
283 {118,441,21,-1},
284 {410,187,117,-1},
285 {450,444,560,576},
286 {17,259,185,-1},
287 {343,338,75,363},
288 {196,575,364,166},
289 {22,198,418,-1},
290 {199,446,214,-1},
291 {503,559,194,-1},
292 {446,512,503,198},
293 {195,191,199,192},
294 {23,512,198,192},
295 {150,189,293,166},
296 {190,473,589,175},
297 {559,23,473,22},
298 {559,191,151,473},
299 {599,385,542,-1},
300 {599,24,387,-1},
301 {203,562,-1,-1},
302 {202,510,31,-1},
303 {42,265,613,-1},
304 {447,562,595,-1},
305 {562,544,202,42},
306 {528,332,514,510},
307 {214,49,342,149},
308 {49,364,599,150},
309 {150,49,365,-1},
310 {561,142,421,199},
311 {360,415,421,-1},
312 {150,189,212,26},
313 {365,151,49,-1},
314 {361,575,176,503},
315 {450,294,256,422},
316 {590,381,621,-1},
317 {590,621,381,-1},
318 {591,518,542,621},
319 {272,427,542,-1},
320 {223,28,83,386},
321 {553,83,51,-1},
322 {221,389,104,-1},
323 {218,382,275,-1},
324 {624,564,227,497},
325 {624,554,352,495},
326 {354,155,154,-1},
327 {354,227,229,-1},
328 {228,495,291,392},
329 {354,597,305,399},
330 {234,543,-1,-1},
331 {29,462,231,-1},
332 {232,461,544,-1},
333 {232,236,31,461},
334 {237,332,30,29},
335 {232,31,-1,-1},
336 {463,462,31,-1},
337 {593,33,247,-1},
338 {8,593,617,615},
339 {242,170,567,499},
340 {8,247,32,238},
341 {240,433,299,615},
342 {35,567,41,-1},
343 {10,245,169,-1},
344 {244,13,468,-1},
345 {240,40,13,243},
346 {13,615,33,464},
347 {405,506,473,565},
348 {371,619,374,565},
349 {594,619,512,258},
350 {367,594,473,256},
351 {187,257,18,179},
352 {257,178,259,179},
353 {259,258,185,18},
354 {254,259,258,-1},
355 {294,576,445,420},
356 {276,187,487,-1},
357 {254,576,185,250},
358 {254,512,276,474},
359 {615,168,39,567},
360 {467,37,299,-1},
361 {34,464,12,-1},
362 {41,161,467,-1},
363 {595,616,510,-1},
364 {47,449,580,-1},
365 {46,302,267,-1},
366 {266,314,66,562},
367 {470,412,278,-1},
368 {51,516,110,107},
369 {52,106,614,57},
370 {518,590,542,-1},
371 {220,382,275,-1},
372 {274,219,24,389},
373 {273,275,590,389},
374 {606,274,50,224},
375 {257,259,250,487},
376 {291,597,599,305},
377 {597,561,230,574},
378 {519,142,208,76},
379 {50,283,614,-1},
380 {570,577,284,297},
381 {617,176,215,-1},
382 {570,577,287,285},
383 {617,578,570,-1},
384 {570,287,578,521},
385 {617,578,570,297},
386 {578,283,539,238},
387 {73,301,309,265},
388 {66,267,613,-1},
389 {72,63,60,-1},
390 {277,597,472,561},
391 {446,507,473,197},
392 {294,256,189,251},
393 {293,473,190,251},
394 {296,282,299,-1},
395 {589,295,298,-1},
396 {508,176,521,281},
397 {296,617,466,37},
398 {298,617,242,261},
399 {303,265,61,477},
400 {307,288,46,-1},
401 {307,266,313,-1},
402 {310,69,265,-1},
403 {301,308,72,47},
404 {478,471,392,310},
405 {305,312,48,137},
406 {301,574,313,-1},
407 {304,520,113,305},
408 {310,73,304,58},
409 {392,312,306,-1},
410 {302,137,412,-1},
411 {112,574,310,471},
412 {302,520,112,-1},
413 {311,501,70,112},
414 {312,142,306,137},
415 {79,598,527,83},
416 {598,479,432,81},
417 {83,160,568,579},
418 {83,82,2,85},
419 {579,331,569,424},
420 {330,579,569,538},
421 {321,325,423,-1},
422 {569,83,327,505},
423 {423,325,321,-1},
424 {504,83,324,-1},
425 {423,325,424,330},
426 {526,579,525,-1},
427 {526,568,320,-1},
428 {79,526,325,-1},
429 {321,329,423,504},
430 {79,82,320,84},
431 {207,235,544,-1},
432 {613,86,89,-1},
433 {528,90,562,-1},
434 {528,613,62,-1},
435 {491,569,538,-1},
436 {322,534,-1,-1},
437 {343,291,188,201},
438 {341,4,74,-1},
439 {338,291,343,357},
440 {339,343,74,357},
441 {291,343,208,200},
442 {201,359,341,-1},
443 {91,618,-1,-1},
444 {344,530,485,-1},
445 {485,602,-1,-1},
446 {605,94,600,-1},
447 {496,349,479,497},
448 {623,123,460,393},
449 {97,495,623,-1},
450 {97,156,432,-1},
451 {305,354,227,-1},
452 {354,352,227,390},
453 {228,230,392,352},
454 {531,600,584,480},
455 {481,529,530,602},
456 {359,561,192,599},
457 {577,292,49,-1},
458 {357,363,599,192},
459 {570,358,292,49},
460 {486,281,-1,-1},
461 {357,176,281,-1},
462 {486,283,357,362},
463 {366,210,189,-1},
464 {214,199,175,486},
465 {570,617,364,559},
466 {251,368,576,-1},
467 {594,576,369,-1},
468 {166,122,-1,-1},
469 {619,371,248,374},
470 {619,370,374,-1},
471 {100,-1,-1,-1},
472 {374,163,-1,-1},
473 {488,-1,-1,-1},
474 {550,549,545,569},
475 {550,549,538,-1},
476 {538,376,621,220},
477 {516,387,283,-1},
478 {127,589,383,-1},
479 {381,534,79,103},
480 {428,426,377,590},
481 {220,273,542,381},
482 {599,382,387,201},
483 {387,383,343,382},
484 {387,389,382,200},
485 {387,221,599,52},
486 {389,201,386,-1},
487 {606,577,591,-1},
488 {577,273,384,51},
489 {477,353,470,310},
490 {477,315,352,470},
491 {310,354,477,471},
492 {156,494,349,479},
493 {554,438,531,-1},
494 {624,564,608,227},
495 {624,554,495,-1},
496 {154,156,494,97},
497 {97,429,623,-1},
498 {154,155,564,-1},
499 {573,584,608,402},
500 {572,556,608,584},
501 {573,496,608,-1},
502 {508,405,474,594},
503 {405,594,403,473},
504 {248,474,39,297},
505 {585,14,127,-1},
506 {127,587,498,-1},
507 {588,498,129,-1},
508 {588,610,128,-1},
509 {136,500,441,-1},
510 {500,112,122,-1},
511 {574,558,116,-1},
512 {574,471,120,-1},
513 {142,49,147,-1},
514 {113,557,118,-1},
515 {49,140,120,26},
516 {120,113,558,15},
517 {149,145,-1,-1},
518 {146,22,-1,-1},
519 {120,422,26,-1},
520 {199,120,211,-1},
521 {575,214,189,-1},
522 {324,79,103,-1},
523 {84,538,427,331},
524 {621,426,83,545},
525 {427,545,85,-1},
526 {377,426,220,-1},
527 {381,591,-1,-1},
528 {494,154,155,479},
529 {555,399,97,-1},
530 {4,81,317,3},
531 {568,158,555,-1},
532 {171,11,169,174},
533 {522,624,44,352},
534 {436,624,439,475},
535 {624,440,434,-1},
536 {434,43,229,624},
537 {622,478,352,434},
538 {509,435,522,43},
539 {436,46,475,-1},
540 {410,184,502,-1},
541 {410,115,-1,-1},
542 {118,410,-1,-1},
543 {410,116,186,-1},
544 {186,120,444,-1},
545 {199,150,512,-1},
546 {265,88,-1,-1},
547 {511,42,30,332},
548 {42,265,333,612},
549 {216,256,422,445},
550 {591,275,553,-1},
551 {516,614,283,-1},
552 {456,106,458,-1},
553 {578,52,457,617},
554 {513,107,592,-1},
555 {614,459,453,240},
556 {593,127,239,566},
557 {127,240,614,-1},
558 {456,8,-1,-1},
559 {349,230,154,624},
560 {232,237,236,-1},
561 {237,232,543,202},
562 {231,87,-1,-1},
563 {262,240,41,-1},
564 {615,567,163,164},
565 {468,245,261,5},
566 {615,261,263,35},
567 {40,35,161,-1},
568 {47,613,60,73},
569 {392,279,574,-1},
570 {305,49,519,574},
571 {291,154,188,568},
572 {248,197,594,-1},
573 {199,404,594,-1},
574 {522,523,510,-1},
575 {79,432,327,94},
576 {392,44,352,303},
577 {391,42,477,58},
578 {97,429,317,598},
579 {600,482,-1,-1},
580 {480,604,601,581},
581 {581,618,583,582},
582 {530,601,-1,-1},
583 {618,605,529,-1},
584 {605,547,572,581},
585 {363,283,365,214},
586 {259,371,-1,-1},
587 {506,100,533,161},
588 {7,374,615,-1},
589 {374,533,248,99},
590 {336,425,-1,-1},
591 {517,578,-1,-1},
592 {582,509,564,-1},
593 {157,351,74,-1},
594 {229,97,430,-1},
595 {402,584,583,-1},
596 {622,348,482,607},
597 {610,408,457,-1},
598 {593,592,127,240},
599 {134,410,72,116},
600 {137,410,116,131},
601 {121,112,137,-1},
602 {150,192,560,-1},
603 {84,381,326,-1},
604 {551,426,222,-1},
605 {7,488,41,248},
606 {508,292,177,403},
607 {559,539,403,168},
608 {434,493,460,266},
609 {207,203,616,-1},
610 {616,528,203,-1},
611 {23,259,-1,-1},
612 {455,592,107,492},
613 {30,544,233,-1},
614 {240,13,615,-1},
615 {452,492,110,-1},
616 {106,614,516,57},
617 {591,271,606,388},
618 {471,279,75,354},
619 {134,314,136,58},
620 {589,567,297,617},
621 {524,42,-1,-1},
622 {475,42,440,-1},
623 {523,522,42,440},
624 {432,317,327,423},
625 {321,79,-1,-1},
626 {323,316,-1,-1},
627 {207,335,87,511},
628 {581,600,484,604},
629 {607,582,483,345},
630 {623,572,91,-1},
631 {582,607,483,602},
632 {490,374,611,-1},
633 {376,381,321,-1},
634 {621,376,590,-1},
635 {137,179,118,112},
636 {137,122,112,-1},
637 {621,620,85,424},
638 {508,281,589,199},
639 {305,142,112,-1},
640 {432,97,160,568},
641 {84,24,219,1},
642 {207,88,232,-1},
643 {335,206,514,-1},
644 {375,538,551,-1},
645 {375,621,538,320},
646 {346,618,485,92},
647 {281,577,361,175},
648 {424,-1,-1,-1},
649 {376,538,549,336},
650 {545,381,491,-1},
651 {381,491,-1,-1},
652 {621,376,569,-1},
653 {623,396,401,-1},
654 {494,430,-1,-1},
655 {97,92,111,532},
656 {142,268,119,-1},
657 {412,49,119,-1},
658 {508,199,404,-1},
659 {178,415,150,558},
660 {25,359,278,338},
661 {264,42,206,334},
662 {590,103,518,-1},
663 {399,225,354,349},
664 {250,404,249,374},
665 {513,596,52,107},
666 {240,465,521,-1},
667 {432,476,1,-1},
668 {323,376,527,-1},
669 {366,361,577,284},
670 {623,608,124,-1},
671 {608,605,95,-1},
672 {123,97,349,-1},
673 {114,145,-1,-1},
674 {150,26,144,178},
675 {487,254,619,-1},
676 {281,389,-1,-1},
677 {284,102,454,-1},
678 {327,318,325,-1},
679 {86,65,289,48},
680 {529,484,481,582},
681 {532,581,485,607},
682 {485,496,482,347},
683 {346,484,401,-1},
684 {408,406,586,609},
685 {406,609,409,588},
686 {406,409,588,609},
687 {408,586,-1,-1},
688 {521,508,243,-1},
689 {219,451,563,428},
690 {451,220,217,103},
691 {238,513,459,-1},
692 {456,457,454,239},
693 {250,368,403,-1},
694 {265,86,205,58},
695 {516,105,457,-1},
696 {75,291,278,-1},
697 {79,479,94,327},
698 {340,200,387,357},
699 {355,547,-1,-1},
700 {483,547,-1,-1},
701 {618,601,483,344},
702 {91,547,532,355},
703 {481,485,-1,-1},
704 {584,496,401,484},
705 {274,224,52,-1},
706 {623,572,529,-1},
707 {572,531,484,-1},
708 {409,610,498,-1},
709 {498,409,-1,-1},
710 {488,263,162,101},
711 {510,202,332,205},
712 {448,205,264,334},
713 {566,57,454,458},
714 {40,38,41,-1},
715 {86,45,469,-1},
716 {285,578,298,-1},
717 {547,484,91,-1},
718 {371,576,250,-1},
719 {375,549,538,491},
720 {217,425,535,553},
721 {607,349,438,-1},
722 {349,396,608,-1},
723 {396,622,436,-1}
724 };
725 int** NIix = (int**)malloc(nrow*sizeof(int*));
726 for (int i=0; i<nrow; i++)
727 {
728 NIix[i] = (int*)malloc(lengthNIix[i]*sizeof(int));
729 for (int j=0; j<lengthNIix[i]; j++)
730 NIix[i][j] = NIix_tmp[i][j];
731 }
732
733 // main call to LL minimization
734 double pcoef = 1.0, h = 1e-2, eps = 1e-3;
735 int maxit = 1e2;
736 Parameters params = getVarsWithConvexOptim_core(
737 M, lengthNIix, NIix, nrow, ncol, pcoef, h, eps, maxit, S_TRUE, S_TRUE);
738
739 // free neighborhoods parameters arrays
740 for (int i=0; i<nrow; i++)
741 free(NIix[i]);
742 free(NIix);
743
744 // free results memory
745 free(params.theta);
746 for (int i=0; i<nrow; i++)
747 free(params.f[i]);
748 free(params.f);
749}
Detect synchronous variations in population data