List of usage examples for weka.core Instance setMissing
public void setMissing(Attribute att);
From source file:wekimini.DataManager.java
public void setOutputMissingForAll(int outputNum) { for (int i = 0; i < allInstances.numInstances(); i++) { Instance in = allInstances.instance(i); in.setMissing(numMetaData + numInputs + outputNum); }/*from ww w . ja v a 2s .co m*/ setNumExamplesPerOutput(outputNum, 0); }
From source file:wekimini.InputGenerator.java
public void addToStorage(double[] inputs, double[] outputs, boolean[] recordingMask, int recordingRound) { int thisId = nextID; nextID++;// w w w .j a v a 2 s.c o m double myVals[] = new double[numMetaData + numInputs + numOutputs]; myVals[idIndex] = thisId; myVals[recordingRoundIndex] = recordingRound; Date now = new Date(); //myVals[timestampIndex] = Double.parseDouble(dateFormat.format(now)); //Error: This gives us scientific notation! String pretty = prettyDateFormat.format(now); try { myVals[timestampIndex] = storedInputs.attribute(timestampIndex).parseDate(pretty); //myVals[timestampIndex] = } catch (ParseException ex) { myVals[timestampIndex] = 0; Logger.getLogger(DataManager.class.getName()).log(Level.SEVERE, null, ex); } /*for (int i = 0; i < numInputs; i++) { myVals[numMetaData + i] = featureVals[i]; } */ System.arraycopy(inputs, 0, myVals, numMetaData, inputs.length); //TODO DOUBLECHECK /*for (int i = 0; i < numParams; i++) { if (isParamDiscrete[i] && (paramVals[i] < 0 || paramVals[i] >= numParamValues[i])) { throw new IllegalArgumentException("Invalid value for this discrete parameter"); } myVals[numMetaData + numFeatures + i] = paramVals[i]; } */ System.arraycopy(outputs, 0, myVals, numMetaData + numInputs, outputs.length); Instance in = new Instance(1.0, myVals); for (int i = 0; i < recordingMask.length; i++) { if (!recordingMask[i]) { in.setMissing(numMetaData + numInputs + i); } else { w.getDataManager().setNumExamplesPerOutput(i, w.getDataManager().getNumExamplesPerOutput(i) + 1); // outputInstanceCounts[i]++; } } in.setDataset(storedInputs); storedInputs.add(in); //setHasInstances(true); //fireStateChanged(); //throw new UnsupportedOperationException("Not supported yet."); //To change body of generated methods, choose Tools | Templates. }
From source file:wekimini.InputGenerator.java
public void addToTraining(double[] inputs, double[] outputs, boolean[] recordingMask, int recordingRound) { int thisId = nextID; nextID++;//from ww w. j a v a 2s. c o m double myVals[] = new double[numMetaData + numInputs + numOutputs]; myVals[idIndex] = thisId; myVals[recordingRoundIndex] = recordingRound; Date now = new Date(); //myVals[timestampIndex] = Double.parseDouble(dateFormat.format(now)); //Error: This gives us scientific notation! String pretty = prettyDateFormat.format(now); try { myVals[timestampIndex] = trainingInputs.attribute(timestampIndex).parseDate(pretty); //myVals[timestampIndex] = } catch (ParseException ex) { myVals[timestampIndex] = 0; Logger.getLogger(DataManager.class.getName()).log(Level.SEVERE, null, ex); } /*for (int i = 0; i < numInputs; i++) { myVals[numMetaData + i] = featureVals[i]; } */ System.arraycopy(inputs, 0, myVals, numMetaData, inputs.length); //TODO DOUBLECHECK /*for (int i = 0; i < numParams; i++) { if (isParamDiscrete[i] && (paramVals[i] < 0 || paramVals[i] >= numParamValues[i])) { throw new IllegalArgumentException("Invalid value for this discrete parameter"); } myVals[numMetaData + numFeatures + i] = paramVals[i]; } */ System.arraycopy(outputs, 0, myVals, numMetaData + numInputs, outputs.length); Instance in = new Instance(1.0, myVals); for (int i = 0; i < recordingMask.length; i++) { if (!recordingMask[i]) { in.setMissing(numMetaData + numInputs + i); } else { w.getDataManager().setNumExamplesPerOutput(i, w.getDataManager().getNumExamplesPerOutput(i) + 1); // outputInstanceCounts[i]++; } } in.setDataset(trainingInputs); trainingInputs.add(in); //setHasInstances(true); //fireStateChanged(); //throw new UnsupportedOperationException("Not supported yet."); //To change body of generated methods, choose Tools | Templates. }
From source file:wekimini.OutputGenerator.java
public void addToStorage(double[] inputs, double[] outputs, boolean[] recordingMask, int recordingRound) { int thisId = nextID; nextID++;/* www.j a v a 2 s . c om*/ double myVals[] = new double[numMetaData + numInputs + numOutputs]; myVals[idIndex] = thisId; myVals[recordingRoundIndex] = recordingRound; Date now = new Date(); //myVals[timestampIndex] = Double.parseDouble(dateFormat.format(now)); //Error: This gives us scientific notation! String pretty = prettyDateFormat.format(now); try { myVals[timestampIndex] = storedOutputs.attribute(timestampIndex).parseDate(pretty); //myVals[timestampIndex] = } catch (ParseException ex) { myVals[timestampIndex] = 0; Logger.getLogger(DataManager.class.getName()).log(Level.SEVERE, null, ex); } /*for (int i = 0; i < numInputs; i++) { myVals[numMetaData + i] = featureVals[i]; } */ System.arraycopy(inputs, 0, myVals, numMetaData, inputs.length); //TODO DOUBLECHECK /*for (int i = 0; i < numParams; i++) { if (isParamDiscrete[i] && (paramVals[i] < 0 || paramVals[i] >= numParamValues[i])) { throw new IllegalArgumentException("Invalid value for this discrete parameter"); } myVals[numMetaData + numFeatures + i] = paramVals[i]; } */ System.arraycopy(outputs, 0, myVals, numMetaData + numInputs, outputs.length); Instance in = new Instance(1.0, myVals); for (int i = 0; i < recordingMask.length; i++) { if (!recordingMask[i]) { in.setMissing(numMetaData + numInputs + i); } else { w.getDataManager().setNumExamplesPerOutput(i, w.getDataManager().getNumExamplesPerOutput(i) + 1); // outputInstanceCounts[i]++; } } in.setDataset(storedOutputs); storedOutputs.add(in); //setHasInstances(true); //fireStateChanged(); //throw new UnsupportedOperationException("Not supported yet."); //To change body of generated methods, choose Tools | Templates. }
From source file:wekimini.OutputGenerator.java
public void addToTrainingOutputs(double[] inputs, double[] outputs, boolean[] recordingMask, int recordingRound) { int thisId = nextID; nextID++;//from w w w . j a v a 2 s .c om double myVals[] = new double[numMetaData + numInputs + numOutputs]; myVals[idIndex] = thisId; myVals[recordingRoundIndex] = recordingRound; Date now = new Date(); //myVals[timestampIndex] = Double.parseDouble(dateFormat.format(now)); //Error: This gives us scientific notation! String pretty = prettyDateFormat.format(now); try { myVals[timestampIndex] = trainingOutputs.attribute(timestampIndex).parseDate(pretty); //myVals[timestampIndex] = } catch (ParseException ex) { myVals[timestampIndex] = 0; Logger.getLogger(DataManager.class.getName()).log(Level.SEVERE, null, ex); } /*for (int i = 0; i < numInputs; i++) { myVals[numMetaData + i] = featureVals[i]; } */ System.arraycopy(inputs, 0, myVals, numMetaData, inputs.length); //TODO DOUBLECHECK /*for (int i = 0; i < numParams; i++) { if (isParamDiscrete[i] && (paramVals[i] < 0 || paramVals[i] >= numParamValues[i])) { throw new IllegalArgumentException("Invalid value for this discrete parameter"); } myVals[numMetaData + numFeatures + i] = paramVals[i]; } */ System.arraycopy(outputs, 0, myVals, numMetaData + numInputs, outputs.length); Instance in = new Instance(1.0, myVals); for (int i = 0; i < recordingMask.length; i++) { if (!recordingMask[i]) { in.setMissing(numMetaData + numInputs + i); } else { w.getDataManager().setNumExamplesPerOutput(i, w.getDataManager().getNumExamplesPerOutput(i) + 1); // outputInstanceCounts[i]++; } } in.setDataset(trainingOutputs); trainingOutputs.add(in); //setHasInstances(true); //fireStateChanged(); //throw new UnsupportedOperationException("Not supported yet."); //To change body of generated methods, choose Tools | Templates. }