public static Map<String, List<LinkedHashMap<String, Object>>> similarDocumentMapForClass(
GraphDatabaseService db, String className) {
Map<String, List<LinkedHashMap<String, Object>>> documents;
Map<String, List<LinkedHashMap<String, Object>>> results = new HashMap<>();
List<Integer> featureIndexList;
VsmCacheModel vsmCacheModel = new VsmCacheModel(db).invoke();
featureIndexList = vsmCacheModel.getFeatureIndexList();
documents = vsmCacheModel.getDocuments();
final String key = className;
List<LinkedHashMap<String, Object>> resultList = new ArrayList<>();
LinkedHashMap<String, Double> classMap = new LinkedHashMap<>();
List<Double> v1 = getFeatureVectorForDocumentClass(documents, featureIndexList, key);
documents
.keySet()
.stream()
.filter(otherKey -> !key.equals(otherKey))
.forEach(
otherKey -> {
List<Double> v2 =
getBinaryFeatureVectorForDocumentClass(documents, featureIndexList, otherKey);
classMap.put(otherKey, cosineSimilarity(v1, v2));
});
classMap
.keySet()
.forEach(
ks -> {
if (!ks.equals(key) && classMap.get(ks) > 0.0) {
LinkedHashMap<String, Object> localMap = new LinkedHashMap<>();
localMap.put("class", ks);
localMap.put("similarity", classMap.get(ks));
resultList.add(localMap);
}
});
resultList.sort(
(a, b) -> {
Double diff = (((double) a.get("similarity")) - ((double) b.get("similarity")));
return diff > 0 ? -1 : diff.equals(0.0) ? 0 : 1;
});
results.put("classes", resultList);
return results;
}
public static Map<String, List<LinkedHashMap<String, Object>>> similarDocumentMapForVector(
GraphDatabaseService db, GraphManager graphManager, String input) {
Map<String, List<LinkedHashMap<String, Object>>> documents;
Map<String, List<LinkedHashMap<String, Object>>> results = new HashMap<>();
List<Integer> featureIndexList;
VsmCacheModel vsmCacheModel = new VsmCacheModel(db).invoke();
featureIndexList = vsmCacheModel.getFeatureIndexList();
documents = vsmCacheModel.getDocuments();
List<Double> features = getFeatureVector(db, graphManager, input, featureIndexList);
List<LinkedHashMap<String, Object>> resultList = new ArrayList<>();
LinkedHashMap<String, Double> classMap = new LinkedHashMap<>();
documents
.keySet()
.stream()
.forEach(
otherKey -> {
List<Double> v2 = getWeightVectorForClass(documents, otherKey, featureIndexList, db);
classMap.put(otherKey, cosineSimilarity(v2, features));
});
classMap
.keySet()
.stream()
.forEach(
ks -> {
if (classMap.get(ks) > 0.0) {
LinkedHashMap<String, Object> localMap = new LinkedHashMap<>();
localMap.put("class", ks);
localMap.put("similarity", classMap.get(ks));
resultList.add(localMap);
}
});
try {
resultList.sort(
(a, b) -> {
Double diff = (((double) a.get("similarity")) - ((double) b.get("similarity")));
return diff > 0 ? -1 : diff.equals(0.0) ? 0 : 1;
});
} catch (NullPointerException ex) {
// resultList is empty or null
}
results.put("classes", resultList);
return results;
}
