public Dict <DateTime, string, double[]> Run(Dict <DateTime, string, VertexEvidence> evidences)
{
var beliefs = new Dict <DateTime, string, double[]>();
var lastDateTime = evidences.Keys[0];
foreach (var dateTime in evidences.Keys)
{
if (lastDateTime == dateTime)
{
beliefs[dateTime] = this.Run(evidences[dateTime]);
}
else
{
foreach (var dstNodeKey in this.Loops.Keys)
{
evidences[dateTime][dstNodeKey] = new VertexEvidence
{
Type = VertexEvidenceType.Distribution,
Value = beliefs[lastDateTime][this.Loops[dstNodeKey]]
};
}
beliefs[dateTime] = this.Run(evidences[dateTime]);
}
lastDateTime = dateTime;
}
return(beliefs);
}
public void SetEvidence(VertexEvidence anEvidence)
{
if (anEvidence != null)
{
this.Evidence = anEvidence.Value;
this.EvidenceString = anEvidence.ToString();
}
else
{
this.Evidence = null;
this.EvidenceString = null;
}
}
public static void SetEvidence(this ILineData lineData, string sectionId, int year, string vertexKey, VertexEvidence vertexEvidence)
{
var sectionEvidence = lineData.GetEvidence(sectionId);
if (vertexEvidence.Type == VertexEvidenceType.Null)
{
sectionEvidence[year][vertexKey] = null;
}
else
{
sectionEvidence[year][vertexKey] = vertexEvidence;
}
lineData.SetEvidence(sectionId, sectionEvidence);
}
public static VertexEvidence ParseEvidenceString(this IEnumerable <State> states, string anEvidenceString)
{
if (string.IsNullOrWhiteSpace(anEvidenceString))
{
return(new VertexEvidence
{
Type = VertexEvidenceType.Null
});
}
var stateList = states as IList <State> ?? states.ToList();
// Check if string is the label of any of the states.
if (stateList.Any(state => state.Key == anEvidenceString))
{
var evidencePar = Enumerable.Range(1, stateList.Count + 1).Select(i => (double)i).ToArray(); // to display labelled nodes on chart
return(new VertexEvidence
{
Value = stateList.Select(state => state.Key == anEvidenceString ? 1.0 : 0.0).Normalized().ToArray(),
Type = VertexEvidenceType.State,
StateKey = stateList.Where(state => state.Key == anEvidenceString).Select(state => state.Key).First(),
Params = evidencePar,
});
}
double value;
if (!anEvidenceString.Contains(",") && double.TryParse(anEvidenceString, out value) && stateList.GetSafeMin() <= value && value <= stateList.GetSafeMax())
{
return(new VertexEvidence
{
Value = stateList.ParseEvidence(new DeltaDistribution(value)).Select(doubleVal => Math.Round(doubleVal, 2)).ToArray(),
Type = VertexEvidenceType.Number,
Params = new[]
{
value
},
});
}
var evidenceParams = VertexEvidence.ParseEvidenceParams(anEvidenceString);
var evidenceType = VertexEvidenceType.Invalid;
double[] evidence = null;
// Check for functions
if (anEvidenceString.ToLowerInvariant().Contains("tri") && evidenceParams.Count == 3)
{
evidenceParams.Sort();
evidence = stateList.ParseEvidence(new TriangularDistribution(evidenceParams[0], evidenceParams[1], evidenceParams[2])).Select(doubleVal => Math.Round(doubleVal, 2)).ToArray();
evidenceType = VertexEvidenceType.Triangular;
}
else if (anEvidenceString.ToLowerInvariant().Contains("norm") && evidenceParams.Count == 2 && evidenceParams[1] > 0)
{
evidence = stateList.ParseEvidence(new NormalDistribution(evidenceParams[0], evidenceParams[1])).Select(doubleVal => Math.Round(doubleVal, 2)).ToArray();
evidenceType = VertexEvidenceType.Normal;
}
else if (anEvidenceString.Contains(":") && evidenceParams.Count == 2)
{
evidenceParams.Sort();
evidence = stateList.ParseEvidence(new UniformDistribution(evidenceParams[0], evidenceParams[1])).Select(doubleVal => Math.Round(doubleVal, 2)).ToArray();
evidenceType = VertexEvidenceType.Range;
}
else if (evidenceParams.Count == stateList.Count)
{
evidence = evidenceParams.Normalized().Select(doubleVal => Math.Round(doubleVal, 2)).ToArray();
evidenceType = VertexEvidenceType.Distribution;
}
return(new VertexEvidence
{
Value = evidence,
Type = evidenceType,
Params = evidenceParams.ToArray(),
});
}