创建一个新的weka实例 [英] Create a new weka Instance
问题描述
我是Weka的新手,我正在努力创建新的实例,用之前训练过的 MultilayerPerceptron
进行标记,我不知道如何创建一个实例,以便从训练数据中获取第一个实例,然后通过更改属性值对其进行修改:
I'm new in Weka, I'm triying to create new instances to be labeled with a previous trained MultilayerPerceptron
, I did't know very much about how to create an instance so I got the first instance from my training data and then modified it by changing the atributes values:
//Opening the model
public boolean abrirModelo(String ruta) {
try {
clasificador = (MultilayerPerceptron) weka.core.SerializationHelper.read(ruta);
return true;
} catch (IOException e) {
System.out.println("Fallo la lectura del archivo");
return false;
} catch (ClassNotFoundException a) {
System.out.println("Fallo el casting");
return false;
}catch(Exception e){
System.out.println("Error con el castingo");
return false;
}
}
//getting the first instance to be modified
public boolean inicializarInstancias(String directorio){
archivo = new ArffLoader();
try {
archivo.setFile(new File(directorio));
structure = archivo.getStructure();
structure.setClassIndex(structure.numAttributes() - 1);
actual = archivo.getNextInstance(structure); //instance to be used
} catch (IOException ex) {
System.out.println("Algo salio mal al cargar la estructura de lsa instancias");
}
return true;
}
//creating an instance from my local data using the previous instantiated actual instance, it is a List of Points with x and y
public Instance convertir(LineaDeArchivo line) {
int size = line.getDatos().size();
for (int i = 0; i < size; i+=2) {
actual.setValue(i, line.getDatos().get(i).x);
actual.setValue(i + 1, line.getDatos().get(i).y);
}
return actual;
}
//getting the class
public String getClase(Instance e){
try{
double clase;
clase = clasificador.classifyInstance(e);
return structure.classAttribute().value((int) clase);
}catch(Exception a){
System.out.println("Algo salio mal con la clasificacion");
return "?";
}
}
可能是不对的为了做到这一点,clasifiers为我给出的所有实例获得相同的类值,我认为问题是我创建实例的方式。
May be that is no the right way to do it, the clasifiers get the same class value to all the instances I give, I think the problem is the way I create the instance.
我希望有人能给我一个建议,提前致谢
I hope someone could give me an advice, Thanks in advance
推荐答案
如果你已经有了arff结构并希望添加额外的实例,那么你可以通过以下方式实现:
If you already have the arff structure available and want to add extra instances , then you can do so by:
//assuming we already have arff loaded in a variable called dataset
Instance newInstance = new Instance();
for(int i = 0 ; i < dataset.numAttributes() ; i++)
{
newInstance.setValue(i , value);
//i is the index of attribute
//value is the value that you want to set
}
//add the new instance to the main dataset at the last position
dataset.add(newInstance);
//repeat as necessary
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