2017-10-18 124 views
0

我在我的數據上實現了Aprioiri算法。數據近700條記錄,近81個屬性。我想爲這些數據生成關聯規則。 這是我的程序代碼:weka.apriori中的java堆空間錯誤

public class Aprioritest { 

/** 
* @param args the command line arguments 
*/ 
public static void main(String[] args) throws Exception { 
String dataset = "C:/Users/pc-4/Desktop/CasebaseWithDiseasenamesCSV_1.arff"; 
DataSource source = new DataSource(dataset); 
Instances newData = source.getDataSet(); 

NumericToNominal filter = new NumericToNominal(); 
    filter.setInputFormat(newData); 
    newData = Filter.useFilter(newData, filter); 

     for(int i=0; i<5; i=i+1) 
    { 
     System.out.println("Nominal? "+newData .attribute(i).isNominal()); 
    } 

    Apriori model = new Apriori(); 

model.buildAssociations(newData); 
System.out.println(model); 
} 

} 

但十五分鐘後運行它提供了以下錯誤:

Exception in thread "main" java.lang.OutOfMemoryError: Java heap space 
    at java.util.Arrays.copyOf(Arrays.java:3181) 
    at java.util.ArrayList.grow(ArrayList.java:261) 
    at java.util.ArrayList.ensureExplicitCapacity(ArrayList.java:235) 
    at java.util.ArrayList.ensureCapacityInternal(ArrayList.java:227) 
    at java.util.ArrayList.add(ArrayList.java:458) 
    at weka.associations.AprioriItemSet.mergeAllItemSets(AprioriItemSet.java:587) 
    at weka.associations.Apriori.findLargeItemSets(Apriori.java:1677) 
    at weka.associations.Apriori.buildAssociations(Apriori.java:518) 
    at aprioritest.Aprioritest.main(Aprioritest.java:43) 
C:\Users\pc-4\AppData\Local\NetBeans\Cache\8.2\executor-snippets\run.xml:53:   
Java returned: 1 
BUILD FAILED (total time: 15 minutes 27 seconds) 

的數據是在.arff格式,並且每個屬性具有1或0 。只有最後一個屬性代表最終的類。以下是來自數據的5個示例:

0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,A 0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,A 0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,A 0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,A 0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,A

您能否找出問題所在?

回答

0

而不是0,使用undefined表示不存在。另外,您需要增加內存限制,而應該考慮更高效的算法,如FPGrowth和比Weka更高效的內存工具。