import?java.util.HashMap;
import?java.util.HashSet;
import?java.util.Iterator;
import?java.util.Map;
import?java.util.Set;
import?java.util.TreeMap;


public?class?AprioriAlgorithm{

private?Map>?txDatabase;?//?事務(wù)數(shù)據(jù)庫(kù)
private?Float?minSup;?//?最小支持度
private?Float?minConf;?//?最小置信度
private?Integer?txDatabaseCount;?//?事務(wù)數(shù)據(jù)庫(kù)中的事務(wù)數(shù)

private?Map>>?freqItemSet;?//?頻繁項(xiàng)集集合
private?Map?Set>>?assiciationRules;?//?頻繁關(guān)聯(lián)規(guī)則集合

public?AprioriAlgorithm（
????Map>?txDatabase?
????Float?minSup?
????Float?minConf）?{
???this.txDatabase?=?txDatabase;
???this.minSup?=?minSup;
???this.minConf?=?minConf;
???this.txDatabaseCount?=?this.txDatabase.size（）;
???freqItemSet?=?new?TreeMap>>（）;
???assiciationRules?=?new?HashMap?Set>>（）;
}

/**
*?掃描事務(wù)數(shù)據(jù)庫(kù)，計(jì)算頻繁1-項(xiàng)集
*?@return
*/
public?Map?Float>?getFreq1ItemSet（）?{
???Map?Float>?freq1ItemSetMap?=?new?HashMap?Float>（）;
???Map?Integer>?candFreq1ItemSet?=?this.getCandFreq1ItemSet（）;
???Iterator?Integer>>?it?=?candFreq1ItemSet.entrySet（）.iterator（）;
???while（it.hasNext（））?{
????Map.Entry?Integer>?entry?=?it.next（）;
????//?計(jì)算支持度
????Float?supported?=?new?Float（entry.getValue（）.toString（））/new?Float（txDatabaseCount）;
????if（supported>=minSup）?{
?????freq1ItemSetMap.put（entry.getKey（）?supported）;
????}
???}
???return?freq1ItemSetMap;
}

/**
*?計(jì)算候選頻繁1-項(xiàng)集
*?@return
*/
public?Map?Integer>?getCandFreq1ItemSet（）?{
???Map?Integer>?candFreq1ItemSetMap?=?new?HashMap?Integer>（）;
???Iterator>>?it?=?txDatabase.entrySet（）.iterator（）;
???//?統(tǒng)計(jì)支持?jǐn)?shù)，生成候選頻繁1-項(xiàng)集
???while（it.hasNext（））?{
????Map.Entry>?entry?=?it.next（）;
????Set?itemSet?=?entry.getValue（）;
????for（String?item?:?itemSet）?{
?????Set?key?=?new?HashSet（）;
?????key.add（item.trim（））;
?????if（!candFreq1ItemSetMap.containsKey（key））?{
??????Integer?value?=?1;
??????candFreq1ItemSetMap.put（key?value）;
?????}
?????else?{
??????Integer?value?=?1+candFreq1ItemSetMap.get（key）;
??????candFreq1ItemSetMap.put（key?value）;
?????}
????}
???}
???return?candFreq1ItemSetMap;
}

/**
*?根據(jù)頻繁（k-1）-項(xiàng)集計(jì)算候選頻繁k-項(xiàng)集
*?
*?@param?m?其中m=k-1
*?@param?freqMItemSet?頻繁（k-1）-項(xiàng)集
*?@return
*/
public?Set>?aprioriGen（int?m?Set>?freqMItemSet）?{
???Set>?candFreqKItemSet?=?new?HashSet>（）;
???Iterator>?it?=?freqMItemSet.iterator（）;
???Set?originalItemSet?=?null;
???while（it.hasNext（））?{
????originalItemSet?=?it.next（）;
????Iterator>?itr?=?this.getIterator（originalItemSet?freqMItemSet）;
????while（itr.hasNext（））?{
?????Set?identicalSet?=?new?HashSet（）;?//?兩個(gè)項(xiàng)集相同元素的集合（集合的交運(yùn)算）????
?????identicalSet.addAll（origin

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----

?????文件????????232??2010-05-23?10:25??datamining\.classpath

?????文件????????386??2010-05-27?00:08??datamining\.project

?????文件??????34842??2010-05-24?16:51??datamining\1.jpg

?????文件???????9912??2010-05-27?00:08??datamining\bin\AprioriAlgorithm.class

?????文件???????1133??2010-05-27?00:08??datamining\bin\Association$1.class

?????文件???????1133??2010-05-27?00:08??datamining\bin\Association$2.class

?????文件??????11638??2010-05-27?00:08??datamining\bin\Association.class

?????文件???????2653??2010-05-27?00:10??datamining\bin\DataMining.class

?????文件???????1029??2010-05-27?00:08??datamining\bin\ImagePanel.class

?????文件???????6735??2010-05-27?00:08??datamining\bin\jishiben.class

?????文件???????2196??2010-05-27?00:08??datamining\bin\ProperSubsetCombination.class

?????文件??????10958??2010-05-23?11:20??datamining\src\AprioriAlgorithm.java

?????文件??????14596??2010-05-24?09:59??datamining\src\Association.java

?????文件???????2754??2010-05-27?00:10??datamining\src\DataMining.java

?????文件????????604??2010-05-23?10:29??datamining\src\ImagePanel.java

?????文件???????9437??2010-05-23?10:31??datamining\src\jishiben.java

?????文件???????2612??2010-05-23?10:29??datamining\src\ProperSubsetCombination.java

?????文件?????182272??2010-05-27?00:14??dm.exe

?????文件??????34283??2010-05-24?17:29??1.jpg

?????目錄??????????0??2010-05-27?00:10??datamining\bin

?????目錄??????????0??2010-05-27?00:10??datamining\src

?????目錄??????????0??2010-05-27?00:14??datamining

-----------?---------??----------?-----??----

???????????????329405????????????????????22