/// <summary>
/// Convert the predicate data into the outcome pattern / patterned predicate format used by the GIS models.
/// </summary>
private void ConvertPredicates()
{
PatternedPredicate[] predicates = new PatternedPredicate[mParameters.Length];
for (mPredicateId = 0; mPredicateId < mPredicateCount; mPredicateId++)
{
double[] parameters = mParameters[mPredicateId];
predicates[mPredicateId] = new PatternedPredicate(mPredicateLabels[mPredicateId], parameters);
}
OutcomePatternComparer comparer = new OutcomePatternComparer();
Array.Sort(mOutcomePatterns, predicates, comparer);
List <int[]> outcomePatterns = new List <int[]>();
int currentPatternId = 0;
int predicatesInPattern = 0;
int[] currentPattern = mOutcomePatterns[0];
for (mPredicateId = 0; mPredicateId < mPredicateCount; mPredicateId++)
{
if (comparer.Compare(currentPattern, mOutcomePatterns[mPredicateId]) == 0)
{
predicates[mPredicateId].OutcomePattern = currentPatternId;
predicatesInPattern++;
}
else
{
int[] pattern = new int[currentPattern.Length + 1];
pattern[0] = predicatesInPattern;
currentPattern.CopyTo(pattern, 1);
outcomePatterns.Add(pattern);
currentPattern = mOutcomePatterns[mPredicateId];
currentPatternId++;
predicates[mPredicateId].OutcomePattern = currentPatternId;
predicatesInPattern = 1;
}
}
int[] finalPattern = new int[currentPattern.Length + 1];
finalPattern[0] = predicatesInPattern;
currentPattern.CopyTo(finalPattern, 1);
outcomePatterns.Add(finalPattern);
mOutcomePatterns = outcomePatterns.ToArray();
mPredicates = new Dictionary <string, PatternedPredicate>(predicates.Length);
for (mPredicateId = 0; mPredicateId < mPredicateCount; mPredicateId++)
{
mPredicates.Add(predicates[mPredicateId].Name, predicates[mPredicateId]);
}
}
/// <summary>
/// Returns trained model information for a predicate, given the predicate label.
/// </summary>
/// <param name="predicateLabel">
/// The predicate label to fetch information for.
/// </param>
/// <param name="featureCounts">
/// Array to be passed in to the method; it should have a length equal to the number of outcomes
/// in the model. The method increments the count of each outcome that is active in the specified
/// predicate.
/// </param>
/// <param name="outcomeSums">
/// Array to be passed in to the method; it should have a length equal to the number of outcomes
/// in the model. The method adds the parameter values for each of the active outcomes in the
/// predicate.
/// </param>
public void GetPredicateData(string predicateLabel, int[] featureCounts, double[] outcomeSums)
{
PatternedPredicate predicate = (PatternedPredicate)mPredicates[predicateLabel];
if (predicate != null)
{
int[] activeOutcomes = mOutcomePatterns[predicate.OutcomePattern];
for (int currentActiveOutcome = 1; currentActiveOutcome < activeOutcomes.Length; currentActiveOutcome++)
{
int outcomeIndex = activeOutcomes[currentActiveOutcome];
featureCounts[outcomeIndex]++;
outcomeSums[outcomeIndex] += predicate.GetParameter(currentActiveOutcome - 1);
}
}
}