void ExampleAnnealKnapsack(int argIndex, int argc, char **argv) {
KNAPSACK_PARAMS *params;
TRAIN *train;
unsigned char x0[NUM_ITEMS_TO_CHOOSE],*x;
unsigned int size, n;
const int kMax = 100;
params = CreateKnapsack();
size = NUM_ITEMS_TO_CHOOSE * sizeof(unsigned char);
RandomFill(x0);
train = TrainCreateAnneal(score_function,x0,size,400,0.0001,500,kMax,params);
((TRAIN_ANNEAL*)train)->anneal_randomize = KnapsackRandomize;
TrainRun(train,kMax,0.01,1);
/* print results */
x = (unsigned char*)train->best_position;
printf("item\tprofit\tweight\n");
for (n = 0; n < NUM_ITEMS_TO_CHOOSE; n++) {
if(x[n]) {
printf("%i\t%.2f\t%.2f\n", (n + 1), params->profit[n], params->weight[n]);
}
}
free(params);
}
/*
This example takes awhile to execute. It uses simulated annealing to fit an RBF network to the iris data set.
You can see the output from the example here. As you can see, it took 2000 iterations to train to 0.78.
You can see that it is able to classify many of the iris species correctly, but not all.
This example uses one-of-n encoding for the iris species. Equilateral could have also been used.
Iteration #1: Score: 0.500285
Iteration #2: Score: 0.500285
Iteration #3: Score: 0.500285
Iteration #4: Score: 0.500285
Iteration #5: Score: 0.500285
Iteration #6: Score: 0.500285
Iteration #7: Score: 0.500285
Iteration #8: Score: 0.500285
Iteration #9: Score: 0.500285
Iteration #10: Score: 0.500285
Iteration #11: Score: 0.500285
Iteration #12: Score: 0.500285
Iteration #13: Score: 0.500285
Iteration #14: Score: 0.500285
Iteration #15: Score: 0.500285
Iteration #16: Score: 0.500285
Iteration #17: Score: 0.500285
Iteration #18: Score: 0.500285
Iteration #19: Score: 0.500285
Iteration #20: Score: 0.500285
Iteration #21: Score: 0.500285
Iteration #22: Score: 0.500285
Iteration #23: Score: 0.500285
Iteration #24: Score: 0.500285
Iteration #25: Score: 0.500285
Iteration #26: Score: 0.500285
Iteration #27: Score: 0.500285
Iteration #28: Score: 0.500285
Iteration #29: Score: 0.500285
Iteration #30: Score: 0.500285
Iteration #31: Score: 0.500285
Iteration #32: Score: 0.500285
Iteration #33: Score: 0.500285
Iteration #34: Score: 0.500285
Iteration #35: Score: 0.500285
Iteration #36: Score: 0.500285
Iteration #37: Score: 0.500285
Iteration #38: Score: 0.500285
Iteration #39: Score: 0.500285
Iteration #40: Score: 0.500285
Iteration #41: Score: 0.500285
Iteration #42: Score: 0.500285
Iteration #43: Score: 0.500285
Iteration #44: Score: 0.500285
Iteration #45: Score: 0.500285
Iteration #46: Score: 0.500285
Iteration #47: Score: 0.500285
Iteration #48: Score: 0.500285
Iteration #49: Score: 0.500285
Iteration #50: Score: 0.500285
Iteration #51: Score: 0.500285
Iteration #52: Score: 0.500285
Iteration #53: Score: 0.500285
Iteration #54: Score: 0.500285
Iteration #55: Score: 0.500285
Iteration #56: Score: 0.500285
Iteration #57: Score: 0.500285
Iteration #58: Score: 0.500285
Iteration #59: Score: 0.500285
Iteration #60: Score: 0.500285
Iteration #61: Score: 0.500285
Iteration #62: Score: 0.500285
Iteration #63: Score: 0.500285
Iteration #64: Score: 0.500285
Iteration #65: Score: 0.500285
Iteration #66: Score: 0.500285
Iteration #67: Score: 0.500285
Iteration #68: Score: 0.500285
Iteration #69: Score: 0.500285
Iteration #70: Score: 0.500285
Iteration #71: Score: 0.500285
Iteration #72: Score: 0.500285
Iteration #73: Score: 0.500285
Iteration #74: Score: 0.500285
Iteration #75: Score: 0.500285
Iteration #76: Score: 0.500285
Iteration #77: Score: 0.500285
...
Iteration #1951: Score: 0.081008
Iteration #1952: Score: 0.081008
Iteration #1953: Score: 0.081008
Iteration #1954: Score: 0.081008
Iteration #1955: Score: 0.081008
Iteration #1956: Score: 0.081008
Iteration #1957: Score: 0.081008
Iteration #1958: Score: 0.081008
Iteration #1959: Score: 0.080988
Iteration #1960: Score: 0.080988
Iteration #1961: Score: 0.080988
Iteration #1962: Score: 0.080988
Iteration #1963: Score: 0.080988
Iteration #1964: Score: 0.080988
Iteration #1965: Score: 0.080988
Iteration #1966: Score: 0.080988
Iteration #1967: Score: 0.080988
Iteration #1968: Score: 0.080988
Iteration #1969: Score: 0.080988
Iteration #1970: Score: 0.080988
Iteration #1971: Score: 0.080988
Iteration #1972: Score: 0.080789
Iteration #1973: Score: 0.080725
Iteration #1974: Score: 0.080710
Iteration #1975: Score: 0.080710
Iteration #1976: Score: 0.080464
Iteration #1977: Score: 0.080153
Iteration #1978: Score: 0.080153
Iteration #1979: Score: 0.080153
Iteration #1980: Score: 0.080120
Iteration #1981: Score: 0.080021
Iteration #1982: Score: 0.080021
Iteration #1983: Score: 0.080021
Iteration #1984: Score: 0.080021
Iteration #1985: Score: 0.080021
Iteration #1986: Score: 0.080006
Iteration #1987: Score: 0.079343
Iteration #1988: Score: 0.079343
Iteration #1989: Score: 0.079343
Iteration #1990: Score: 0.078997
Iteration #1991: Score: 0.078155
Iteration #1992: Score: 0.078155
Iteration #1993: Score: 0.078155
Iteration #1994: Score: 0.078155
Iteration #1995: Score: 0.077979
Iteration #1996: Score: 0.077960
Iteration #1997: Score: 0.077717
Iteration #1998: Score: 0.077717
Iteration #1999: Score: 0.077640
Iteration #2000: Score: 0.077640
Iteration #2001: Score: 0.077640
[0.22,0.62,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.17,0.42,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.11,0.50,0.05,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.08,0.46,0.08,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.67,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.31,0.79,0.12,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.08,0.58,0.07,0.08] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.58,0.08,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.03,0.37,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.17,0.46,0.08,0.00] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.31,0.71,0.08,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.14,0.58,0.10,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.14,0.42,0.07,0.00] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.00,0.42,0.02,0.00] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.42,0.83,0.03,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.39,1.00,0.08,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.31,0.79,0.05,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.62,0.07,0.08] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.39,0.75,0.12,0.08] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.75,0.08,0.08] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.31,0.58,0.12,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.71,0.08,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.08,0.67,0.00,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.54,0.12,0.17] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.14,0.58,0.15,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.42,0.10,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.58,0.10,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.25,0.62,0.08,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.25,0.58,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.11,0.50,0.10,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.14,0.46,0.10,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.31,0.58,0.08,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.25,0.87,0.08,0.00] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.33,0.92,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.17,0.46,0.08,0.00] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.50,0.03,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.33,0.62,0.05,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.17,0.46,0.08,0.00] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.03,0.42,0.05,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.58,0.08,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.62,0.05,0.08] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.06,0.12,0.05,0.08] -> Actual: [Iris-versicolor], Ideal: [Iris-setosa]
[0.03,0.50,0.05,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.62,0.10,0.21] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.75,0.15,0.13] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.14,0.42,0.07,0.08] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.22,0.75,0.10,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.08,0.50,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.28,0.71,0.08,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.19,0.54,0.07,0.04] -> Actual: [Iris-setosa], Ideal: [Iris-setosa]
[0.75,0.50,0.63,0.54] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.58,0.50,0.59,0.58] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.72,0.46,0.66,0.58] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.33,0.12,0.51,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.61,0.33,0.61,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.39,0.33,0.59,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.56,0.54,0.63,0.62] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.17,0.17,0.39,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.64,0.37,0.61,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.25,0.29,0.49,0.54] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.19,0.00,0.42,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.44,0.42,0.54,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.47,0.08,0.51,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.50,0.37,0.63,0.54] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.36,0.37,0.44,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.67,0.46,0.58,0.54] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.36,0.42,0.59,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.42,0.29,0.53,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.53,0.08,0.59,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.36,0.21,0.49,0.42] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.44,0.50,0.64,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.50,0.33,0.51,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.56,0.21,0.66,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.50,0.33,0.63,0.46] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.58,0.37,0.56,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.64,0.42,0.58,0.54] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.69,0.33,0.64,0.54] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.67,0.42,0.68,0.67] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.47,0.37,0.59,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.39,0.25,0.42,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.33,0.17,0.47,0.42] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.33,0.17,0.46,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.42,0.29,0.49,0.46] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.47,0.29,0.69,0.62] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.31,0.42,0.59,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.47,0.58,0.59,0.62] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.67,0.46,0.63,0.58] -> Actual: [Iris-virginica], Ideal: [Iris-versicolor]
[0.56,0.12,0.58,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.36,0.42,0.53,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.33,0.21,0.51,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.33,0.25,0.58,0.46] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.50,0.42,0.61,0.54] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.42,0.25,0.51,0.46] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.19,0.12,0.39,0.38] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.36,0.29,0.54,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.39,0.42,0.54,0.46] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.39,0.37,0.54,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.53,0.37,0.56,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.22,0.21,0.34,0.42] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.39,0.33,0.53,0.50] -> Actual: [Iris-versicolor], Ideal: [Iris-versicolor]
[0.56,0.54,0.85,1.00] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.42,0.29,0.69,0.75] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.78,0.42,0.83,0.83] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.56,0.37,0.78,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.61,0.42,0.81,0.88] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.92,0.42,0.95,0.83] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.17,0.21,0.59,0.67] -> Actual: [Iris-versicolor], Ideal: [Iris-virginica]
[0.83,0.37,0.90,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.67,0.21,0.81,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.81,0.67,0.86,1.00] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.61,0.50,0.69,0.79] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.58,0.29,0.73,0.75] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.69,0.42,0.76,0.83] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.39,0.21,0.68,0.79] -> Actual: [Iris-versicolor], Ideal: [Iris-virginica]
[0.42,0.33,0.69,0.96] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.58,0.50,0.73,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.61,0.42,0.76,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.94,0.75,0.97,0.88] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.94,0.25,1.00,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.47,0.08,0.68,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-virginica]
[0.72,0.50,0.80,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.36,0.33,0.66,0.79] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.94,0.33,0.97,0.79] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.56,0.29,0.66,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.67,0.54,0.80,0.83] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.81,0.50,0.85,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.53,0.33,0.64,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.50,0.42,0.66,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.58,0.33,0.78,0.83] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.81,0.42,0.81,0.62] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.86,0.33,0.86,0.75] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[1.00,0.75,0.92,0.79] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.58,0.33,0.78,0.88] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.56,0.33,0.69,0.58] -> Actual: [Iris-versicolor], Ideal: [Iris-virginica]
[0.50,0.25,0.78,0.54] -> Actual: [Iris-versicolor], Ideal: [Iris-virginica]
[0.94,0.42,0.86,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.56,0.58,0.78,0.96] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.58,0.46,0.76,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.47,0.42,0.64,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.72,0.46,0.75,0.83] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.67,0.46,0.78,0.96] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.72,0.46,0.69,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.42,0.29,0.69,0.75] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.69,0.50,0.83,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.67,0.54,0.80,1.00] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.67,0.42,0.71,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.56,0.21,0.68,0.75] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.61,0.42,0.71,0.79] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.53,0.58,0.75,0.92] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
[0.44,0.42,0.69,0.71] -> Actual: [Iris-virginica], Ideal: [Iris-virginica]
*/
void ExampleAnnealIris(int argIndex, int argc, char **argv) {
IRIS_PARAMS *params;
NORM_DATA *norm;
TRAIN *train;
double *x0, *input, *ideal,y[3];
unsigned int size,i;
NORM_DATA_ITEM *irisSpecies;
char *idealSpecies,*actualSpecies;
const int kMax = 2000;
params = (IRIS_PARAMS*)calloc(1,sizeof(IRIS_PARAMS));
norm = NormCreate();
params->training = create_iris_training(norm);
params->errorCalc = ErrorCreate(TYPE_ERROR_MSE);
params->network = RBFNetworkCreate(RBFGaussian,4,5,3);
RBFNetworkReset(params->network);
size = params->network->ltm_size*sizeof(double);
x0 = (double*)calloc(size,1);
memcpy(x0,params->network->long_term_memory,size);
/* Extract the species definition */
irisSpecies = NormGetColumnItem(norm, 4);
train = TrainCreateAnneal(score_function,x0,size,400,0.0001,100,kMax,params);
TrainRun(train,kMax,0.01,1);
TrainComplete(train,params->network->long_term_memory);
/* Perform the evaluation */
for(i=0;i<params->training->recordCount;i++) {
input = DataGetInput(params->training,i);
ideal = DataGetIdeal(params->training,i);
RBFNetworkComputeRegression(params->network, input, y);
idealSpecies = DeNormOneOfN(irisSpecies->firstClass,irisSpecies->targetLow,irisSpecies->targetLow,ideal);
actualSpecies = DeNormOneOfN(irisSpecies->firstClass,irisSpecies->targetLow,irisSpecies->targetLow,y);
printf("[%.2f,%.2f,%.2f,%.2f] -> Actual: [%s], Ideal: [%s]\n",
input[0],input[1],input[2],input[3],actualSpecies,idealSpecies);
}
DataDelete(params->training);
ErrorDelete(params->errorCalc);
RBFNetworkDelete(params->network);
NormDelete(norm);
free(params);
}
