2017-10-18 3 views
0

私のデータにAprioiriアルゴリズムを実装しています。データにはほぼ700のレコードがあり、属性はほぼ81です。私は、そのデータの関連ルールを生成したいと思います。 これは私のプログラムのためのコードです:weka.aprioriのjavaヒープスペースエラー

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); 
} 

} 

しかし、15分間実行した後には、次のエラーを与える:

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) 

データは.arff形式であり、各属性が1または0のいずれかを持っています最後の属性のみが結果のクラスを表します。以下は、データの5つの例です。

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

問題を見つけてください。

答えて

0

0の代わりに、不在を示すにはundefinedを使用します。

また、メモリの容量を増やす必要があり、FPGrowthなどの効率的なアルゴリズム、およびWekaよりもメモリ効率の高いツールを検討する必要があります。

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