コード例 #1
0
ファイル: cneslearning.py プロジェクト: verhoevenv/semcplogic
def toTwoLevel(var,data):
  newdata = []
  for d in data:
    if d == "stronglyagree":
      newdata.append("agree")
    elif d == "stronglydisagree":
      newdata.append("disagree")
    else:
      newdata.append(d)
  return newdata

b = ModelBuilder()
for var in ["f","mbsa2","mbsa7","mbsa8","mbsa9"]:
  b.addNode(var)
  b.setLevels(var,["Disagree","Agree"])
  #b.setLevels(var,["StronglyDisagree","Disagree","Agree","StronglyAgree"])
b.setInfluence("f","mbsa2",1)
b.setInfluence("f","mbsa7",1)
b.setInfluence("f","mbsa8",1)
b.setInfluence("f","mbsa9",1)
m = b.consume()

data = dataset.fromCSV("experiments/cnesdata.csv")
data = data.discretiseFunc(toTwoLevel)

lincp = NonLinearCPLogicGenerator()
cpcode = lincp.generate(m)

cc = CPCompiler()
runmodel = cc.compileCode(cpcode,data)