opennlp-similarity/src/main/java/opennlp/tools/jsmlearning/JSMLearnerOnLatticeBase.java [89:136]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
				if (reduceList(intersection).size()>0)
					negIntersections.add(reduceList(intersection));
			}
		}

		Pair<List<List<List<ParseTreeChunk>>>, List<List<List<ParseTreeChunk>>>> pair = 
				removeInconsistenciesFromPosNegIntersections( posIntersections, 
						negIntersections);

		posIntersections = pair.getFirst();
		negIntersections = pair.getSecond();

		List<List<List<ParseTreeChunk>>> posIntersectionsUnderNeg = new ArrayList<>(),
				negIntersectionsUnderPos = new ArrayList<>();

		for(int iConcept = 0; iConcept<psNeg.conceptList.size(); iConcept++){
			for (List<List<ParseTreeChunk>> negIntersection : negIntersections) {
				intersection = md
								.matchTwoSentencesGroupedChunksDeterministic(psNeg.conceptList.get(iConcept).intent, negIntersection);
				if (reduceList(intersection).size() > 0)
					posIntersectionsUnderNeg.add(reduceList(intersection));
			}
		}

		for(int iConcept = 0; iConcept<psPos.conceptList.size(); iConcept++){
			for (List<List<ParseTreeChunk>> posIntersection : posIntersections) {
				intersection = md
								.matchTwoSentencesGroupedChunksDeterministic(psPos.conceptList.get(iConcept).intent, posIntersection);
				if (reduceList(intersection).size() > 0)
					negIntersectionsUnderPos.add(reduceList(intersection));
			}
		}

		List<ParseTreeChunk>posIntersectionsUnderNegLst = flattenParseTreeChunkLst(posIntersectionsUnderNeg);
		List<ParseTreeChunk>negIntersectionsUnderPosLst=flattenParseTreeChunkLst(negIntersectionsUnderPos);

		posIntersectionsUnderNegLst = subtract(posIntersectionsUnderNegLst, negIntersectionsUnderPosLst);
		negIntersectionsUnderPosLst= subtract(negIntersectionsUnderPosLst, posIntersectionsUnderNegLst);

		System.out.println("Pos - neg inters = "+posIntersectionsUnderNegLst);
		System.out.println("Neg - pos inters = "+negIntersectionsUnderPosLst);

		Boolean bPositiveClass = (float)posIntersectionsUnderNegLst.size()/(float)negIntersectionsUnderPosLst.size() > 1f;

		JSMDecision decision = new JSMDecision("keywordClassName", bPositiveClass, 
				posIntersections , negIntersections, 
				posIntersectionsUnderNeg,
				negIntersectionsUnderPos, separationKeywords);
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -



opennlp-similarity/src/main/java/opennlp/tools/jsmlearning/JSMLearnerOnLatticeWithDeduction.java [82:129]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
				if (reduceList(intersection).size()>0)
					negIntersections.add(reduceList(intersection));
			}
		}

		Pair<List<List<List<ParseTreeChunk>>>, List<List<List<ParseTreeChunk>>>> pair = 
				removeInconsistenciesFromPosNegIntersections( posIntersections, 
						negIntersections);

		posIntersections = pair.getFirst();
		negIntersections = pair.getSecond();

		List<List<List<ParseTreeChunk>>> posIntersectionsUnderNeg = new ArrayList<>(),
				negIntersectionsUnderPos = new ArrayList<>();

		for(int iConcept = 0; iConcept<psNeg.conceptList.size(); iConcept++){
			for (List<List<ParseTreeChunk>> negIntersection : negIntersections) {
				intersection = md
								.matchTwoSentencesGroupedChunksDeterministic(psNeg.conceptList.get(iConcept).intent, negIntersection);
				if (reduceList(intersection).size() > 0)
					posIntersectionsUnderNeg.add(reduceList(intersection));
			}
		}

		for(int iConcept = 0; iConcept<psPos.conceptList.size(); iConcept++){
			for (List<List<ParseTreeChunk>> posIntersection : posIntersections) {
				intersection = md
								.matchTwoSentencesGroupedChunksDeterministic(psPos.conceptList.get(iConcept).intent, posIntersection);
				if (reduceList(intersection).size() > 0)
					negIntersectionsUnderPos.add(reduceList(intersection));
			}
		}

		List<ParseTreeChunk>posIntersectionsUnderNegLst = flattenParseTreeChunkLst(posIntersectionsUnderNeg);
		List<ParseTreeChunk>negIntersectionsUnderPosLst=flattenParseTreeChunkLst(negIntersectionsUnderPos);

		posIntersectionsUnderNegLst = subtract(posIntersectionsUnderNegLst, negIntersectionsUnderPosLst);
		negIntersectionsUnderPosLst= subtract(negIntersectionsUnderPosLst, posIntersectionsUnderNegLst);

		System.out.println("Pos - neg inters = "+posIntersectionsUnderNegLst);
		System.out.println("Neg - pos inters = "+negIntersectionsUnderPosLst);

		Boolean bPositiveClass = (float)posIntersectionsUnderNegLst.size()/(float)negIntersectionsUnderPosLst.size() > 1f;

		JSMDecision decision = new JSMDecision("keywordClassName", bPositiveClass, 
				posIntersections , negIntersections, 
				posIntersectionsUnderNeg,
				negIntersectionsUnderPos, separationKeywords);
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -