/**
* tiendv
*
* @param dimension :
* @param numberVector
* @param selectFeature : Cac feature duoc chon de chay
* @return
*/
public static Instances buildVectorWithFeatures(int numberVector, Feature selectFeature) {
Instances instances;
// Value feature
FastVector vectorFeature = new FastVector(selectFeature.getNumberSelectFeature());
FastVector vector = new FastVector(selectFeature.getNumberSelectFeature() + 1);
// JaccardAuthorName
if (selectFeature.getJcAuthorName() == true) {
Attribute attAuthorSimilarity = new Attribute(Feature.JC_AUTHOR_NAME);
vector.addElement(attAuthorSimilarity);
}
// JaccardAffiliation
if (selectFeature.getJcAffiliation() == true) {
Attribute attAffiliationSimilarity = new Attribute(Feature.JC_AFFILIATION);
vector.addElement(attAffiliationSimilarity);
}
// Jaccard Coauthor name
if (selectFeature.getJcCoAuthor() == true) {
Attribute attCoauthorSimilarity = new Attribute(Feature.JC_CO_AUTHOR);
vector.addElement(attCoauthorSimilarity);
}
// Jaccard KeywordS
if (selectFeature.getJcKeyword() == true) {
Attribute attKeywordSimilarity = new Attribute(Feature.JC_KEYWORD);
vector.addElement(attKeywordSimilarity);
}
// Jaccard KeywordS
if (selectFeature.getJcInterestingKeyword() == true) {
Attribute attInterestSimilarity = new Attribute(Feature.JC_INTERESTING_KEYWORD);
vector.addElement(attInterestSimilarity);
}
// Levenshtein Author Name
if (selectFeature.getLevenshteinAuthorname() == true) {
Attribute attLevenshteinAuthorname = new Attribute(Feature.LEVENSHTEIN_AUTHOR_NAME);
vector.addElement(attLevenshteinAuthorname);
}
// Levenshtein Affiliation
if (selectFeature.getLevenshteinAffiliaiton() == true) {
Attribute attLevenshteinAffiliaiton = new Attribute(Feature.LEVENSHTEIN_AFFILIATION);
vector.addElement(attLevenshteinAffiliaiton);
}
// Jaro Author Name
if (selectFeature.getJaroAuthorName() == true) {
Attribute attJaroAuthorName = new Attribute(Feature.JARO_AUTHOR_NAME);
vector.addElement(attJaroAuthorName);
}
// Jaro Affiliation
if (selectFeature.getJaroAffiliation() == true) {
Attribute attJaroAffiliation = new Attribute(Feature.JARO_AFFILIATION);
vector.addElement(attJaroAffiliation);
}
// Jarowinkler Author Name
if (selectFeature.getJarowinklerAuthorName() == true) {
Attribute attJaroWinklerAuthorName = new Attribute(Feature.JAROWINKLER_AUTHOR_NAME);
vector.addElement(attJaroWinklerAuthorName);
}
// Jarowinkler Author Affiliation
if (selectFeature.getJarowinklerAffiliaiton() == true) {
Attribute attJaroWinklerAffiliation = new Attribute(Feature.JAROWIKLER_AFFILIATION);
vector.addElement(attJaroWinklerAffiliation);
}
// smithWaterman Author AuthorName
if (selectFeature.getSmithWatermanAuthorName() == true) {
Attribute attSmithWatermanAuthorName = new Attribute(Feature.SMITHWATERMAN_AUTHOR_NAME);
vector.addElement(attSmithWatermanAuthorName);
}
// smithWaterman Author Affiliation
if (selectFeature.getSmithWatermanAffiliation() == true) {
Attribute attSmithWatermanAffiliaiton = new Attribute(Feature.SMITHWATERMAN_AFFILIATION);
vector.addElement(attSmithWatermanAffiliaiton);
}
// Monge-Elkan Author Name
if (selectFeature.getMongeElkanAuthorName() == true) {
Attribute attSmithMongeElkanAuthorName = new Attribute(Feature.MONGEELKAN_AUTHOR_NAME);
vector.addElement(attSmithMongeElkanAuthorName);
}
// Monge-Elkan Author Affiliation
if (selectFeature.getMongeElkanAuthorName() == true) {
Attribute attSmithMongeElkanAuthorAffiliation = new Attribute(Feature.MONGEELKAN_AFFILIATION);
vector.addElement(attSmithMongeElkanAuthorAffiliation);
}
// add more feature here
// Declare the class attribute along with its values
FastVector classValue = new FastVector(2);
classValue.addElement("same");
classValue.addElement("diff");
Attribute classAttribute = new Attribute("Class", classValue);
vector.addElement(classAttribute);
instances = new Instances("AuthorName", vector, numberVector);
instances.setClassIndex(selectFeature.getNumberSelectFeature()); // cai nay xem co dung khong
return instances;
}
/**
* tiendv
*
* @param instancesData
* @param pubA
* @param pubB
* @param Feature : select features
* @param label
* @return
*/
public static Instance calculateVectorWithSelectFeatures(
Instances instancesData,
Publication pubA,
Publication pubB,
Feature selectFeature,
String label) {
AuthorSimilarity authorSimilarity = new AuthorSimilarity();
AffiliationSimilarity affiliationSimilarity = new AffiliationSimilarity();
CoAuthorSimilarity coAuthorSimilarity = new CoAuthorSimilarity();
KeywordSimilarity keywordSimilarity = new KeywordSimilarity();
InterestKeywordSimilarity interestKeywordSimilarity = new InterestKeywordSimilarity();
int dimension = selectFeature.getNumberSelectFeature() + 1;
Instance simple = new SparseInstance(dimension);
if (selectFeature.getJcAuthorName() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JC_AUTHOR_NAME),
authorSimilarity.makeJaccardSimilarity(pubA, pubB));
if (selectFeature.getJcAffiliation() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JC_AFFILIATION),
affiliationSimilarity.makeJaccardSimilarity(pubA, pubB));
if (selectFeature.getJcCoAuthor() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JC_CO_AUTHOR),
coAuthorSimilarity.makeJaccardSimilarity(pubA, pubB));
if (selectFeature.getJcKeyword() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JC_KEYWORD),
keywordSimilarity.makeJaccardSimilarity(pubA, pubB));
if (selectFeature.getJcInterestingKeyword() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JC_INTERESTING_KEYWORD),
interestKeywordSimilarity.makeJaccardSimilarity(pubA, pubB));
if (selectFeature.getLevenshteinAuthorname() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.LEVENSHTEIN_AUTHOR_NAME),
authorSimilarity.makeLevenshteinSimilarity(pubA, pubB));
if (selectFeature.getLevenshteinAffiliaiton() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.LEVENSHTEIN_AFFILIATION),
affiliationSimilarity.makeLevenshteinSimilarity(pubA, pubB));
if (selectFeature.getJaroAuthorName() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JARO_AUTHOR_NAME),
authorSimilarity.makeJaroSimilarity(pubA, pubB));
if (selectFeature.getJaroAffiliation() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JARO_AFFILIATION),
affiliationSimilarity.makeJaroSimilarity(pubA, pubB));
if (selectFeature.getJarowinklerAuthorName() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JAROWINKLER_AUTHOR_NAME),
authorSimilarity.makeJaroWinklerSimilarity(pubA, pubB));
if (selectFeature.getJarowinklerAffiliaiton() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.JAROWIKLER_AFFILIATION),
affiliationSimilarity.makeJaroWinklerSimilarity(pubA, pubB));
if (selectFeature.getSmithWatermanAuthorName() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.SMITHWATERMAN_AUTHOR_NAME),
authorSimilarity.makeSmithWatermanSimilarity(pubA, pubB));
if (selectFeature.getSmithWatermanAffiliation() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.SMITHWATERMAN_AFFILIATION),
affiliationSimilarity.makeSmithWatermanSimilarity(pubA, pubB));
if (selectFeature.getMongeElkanAuthorName() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.MONGEELKAN_AUTHOR_NAME),
authorSimilarity.makeMongeElkanSimilarity(pubA, pubB));
if (selectFeature.getMongeElkanAffiliation() == true)
simple.setValue(
(Attribute) instancesData.attribute(Feature.MONGEELKAN_AFFILIATION),
affiliationSimilarity.makeMongeElkanSimilarity(pubA, pubB));
// Add more feature here
int sum = pubA.getMainAuthor().getAuthorResult() + pubB.getMainAuthor().getAuthorResult();
if (sum == 2)
simple.setValue(
(Attribute) instancesData.attribute(selectFeature.getNumberSelectFeature()), "same");
else
simple.setValue(
(Attribute) instancesData.attribute(selectFeature.getNumberSelectFeature()), "diff");
return simple;
}
