/**
* Computes average class values for each attribute and value
*
* @throws Exception
*/
private void computeAverageClassValues() throws Exception {
double totalCounts, sum;
M5Instance instance;
double[] counts;
double[][] avgClassValues = new double[getInputFormat().numAttributes()][0];
m_Indices = new int[getInputFormat().numAttributes()][0];
for (int j = 0; j < getInputFormat().numAttributes(); j++) {
M5Attribute att = getInputFormat().attribute(j);
if (att.isNominal()) {
avgClassValues[j] = new double[att.numValues()];
counts = new double[att.numValues()];
for (int i = 0; i < getInputFormat().numInstances(); i++) {
instance = getInputFormat().instance(i);
if (!instance.classIsMissing() && (!instance.isMissing(j))) {
counts[(int) instance.value(j)] += instance.weight();
avgClassValues[j][(int) instance.value(j)] += instance.weight() * instance.classValue();
}
}
sum = M5StaticUtils.sum(avgClassValues[j]);
totalCounts = M5StaticUtils.sum(counts);
if (M5StaticUtils.gr(totalCounts, 0)) {
for (int k = 0; k < att.numValues(); k++) {
if (M5StaticUtils.gr(counts[k], 0)) {
avgClassValues[j][k] /= (double) counts[k];
} else {
avgClassValues[j][k] = sum / (double) totalCounts;
}
}
}
m_Indices[j] = M5StaticUtils.sort(avgClassValues[j]);
}
}
}
/**
* Main method for testing this class.
*
* @param ops some dummy options
*/
public static void main(String[] ops) {
double[] doubles = {4.5, 6.7, Double.NaN, 3.4, 4.8, 1.2, 3.4};
int[] ints = {12, 6, 2, 18, 16, 6, 7, 5};
try {
// Option handling
System.out.println("First option split up:");
if (ops.length > 0) {
String[] firstOptionSplitUp = M5StaticUtils.splitOptions(ops[0]);
for (int i = 0; i < firstOptionSplitUp.length; i++) {
System.out.println(firstOptionSplitUp[i]);
}
}
System.out.println("Partitioned options: ");
String[] partitionedOptions = M5StaticUtils.partitionOptions(ops);
for (int i = 0; i < partitionedOptions.length; i++) {
System.out.println(partitionedOptions[i]);
}
System.out.println("Get flag -f: " + M5StaticUtils.getFlag('f', ops));
System.out.println("Get option -o: " + M5StaticUtils.getOption('o', ops));
System.out.println("Checking for remaining options... ");
M5StaticUtils.checkForRemainingOptions(ops);
// Statistics
System.out.println("Original array (doubles): ");
for (int i = 0; i < doubles.length; i++) {
System.out.print(doubles[i] + " ");
}
System.out.println();
System.out.println("Original array (ints): ");
for (int i = 0; i < ints.length; i++) {
System.out.print(ints[i] + " ");
}
System.out.println();
System.out.println(
"Correlation: " + M5StaticUtils.correlation(doubles, doubles, doubles.length));
System.out.println("Mean: " + M5StaticUtils.mean(doubles));
System.out.println("Variance: " + M5StaticUtils.variance(doubles));
System.out.println("Sum (doubles): " + M5StaticUtils.sum(doubles));
System.out.println("Sum (ints): " + M5StaticUtils.sum(ints));
System.out.println("Max index (doubles): " + M5StaticUtils.maxIndex(doubles));
System.out.println("Max index (ints): " + M5StaticUtils.maxIndex(ints));
System.out.println("Min index (doubles): " + M5StaticUtils.minIndex(doubles));
System.out.println("Min index (ints): " + M5StaticUtils.minIndex(ints));
// Sorting and normalizing
System.out.println("Sorted array (doubles): ");
int[] sorted = M5StaticUtils.sort(doubles);
for (int i = 0; i < doubles.length; i++) {
System.out.print(doubles[sorted[i]] + " ");
}
System.out.println();
System.out.println("Normalized array (doubles): ");
M5StaticUtils.normalize(doubles);
for (int i = 0; i < doubles.length; i++) {
System.out.print(doubles[i] + " ");
}
System.out.println();
System.out.println("Normalized again (doubles): ");
M5StaticUtils.normalize(doubles, M5StaticUtils.sum(doubles));
for (int i = 0; i < doubles.length; i++) {
System.out.print(doubles[i] + " ");
}
System.out.println();
// Pretty-printing
System.out.println("-4.58: " + M5StaticUtils.doubleToString(-4.57826535, 2));
System.out.println("-6.78: " + M5StaticUtils.doubleToString(-6.78214234, 6, 2));
// Comparisons
System.out.println("5.70001 == 5.7 ? " + M5StaticUtils.eq(5.70001, 5.7));
System.out.println("5.70001 > 5.7 ? " + M5StaticUtils.gr(5.70001, 5.7));
System.out.println("5.70001 >= 5.7 ? " + M5StaticUtils.grOrEq(5.70001, 5.7));
System.out.println("5.7 < 5.70001 ? " + M5StaticUtils.sm(5.7, 5.70001));
System.out.println("5.7 <= 5.70001 ? " + M5StaticUtils.smOrEq(5.7, 5.70001));
// Math
System.out.println("Info (ints): " + M5StaticUtils.info(ints));
System.out.println("log2(4.6): " + M5StaticUtils.log2(4.6));
System.out.println("5 * log(5): " + M5StaticUtils.xlogx(5));
System.out.println("5.5 rounded: " + M5StaticUtils.round(5.5));
System.out.println(
"5.55555 rounded to 2 decimal places: " + M5StaticUtils.roundDouble(5.55555, 2));
} catch (Exception e) {
e.printStackTrace();
}
}