/*
?*?Validation_using_stream.java
?*
?*?Created?on?January?18?2006?5:30?PM
?*
?*/

package?org.joone.samples.engine.helpers;

import?java.io.File;
import?org.joone.engine.Monitor;
import?org.joone.engine.NeuralNetListener;
import?org.joone.helpers.factory.JooneTools;
import?org.joone.io.FileInputSynapse;
import?org.joone.net.NeuralNet;
import?org.joone.net.NeuralNetAttributes;
import?org.joone.util.NormalizerPlugIn;

/**
?*?Example?to?demonstrate?how?to?use?the?helpers?methods?of?the?JooneTools?class
?*?with?a?StreamInputSynapse?used?as?data?source.
?*?@author?P.Marrone
?*/
public?class?Validation_using_stream?implements?NeuralNetListener?{
????
????private?static?final?String?fileName?=?“org/joone/samples/engine/helpers/wine.txt“;
????private?static?final?int?trainingRows?=?150;
????
????private?double[][]?inputTrain;
????private?double[][]?desiredTrain;
????private?double[][]?inputTest;
????private?double[][]?desiredTest;
????
????/**
?????*?Creates?a?new?instance?of?Validation_using_stream?
?????*/
????public?Validation_using_stream（）?{
????}
????
????/**
?????*?@param?args?the?command?line?arguments
?????*/
????public?static?void?main（String[]?args）?{
????????Validation_using_stream?me?=?new?Validation_using_stream（）;
????????me.go（）;
????}
????
????private?void?go（）?{
????????//?Prepare?the?training?and?testing?data?set
????????FileInputSynapse?fileIn?=?new?FileInputSynapse（）;
????????fileIn.setInputFile（new?File（fileName））;
????????fileIn.setAdvancedColumnSelector（“1-14“）;
????????//?Input?data?normalized?between?-1?and?1
????????NormalizerPlugIn?normIn?=?new?NormalizerPlugIn（）;
????????normIn.setAdvancedSerieSelector（“2-14“）;
????????normIn.setMin（-1）;
????????normIn.setMax（1）;
????????fileIn.addPlugIn（normIn）;
????????//?Target?data?normalized?between?0?and?1
????????NormalizerPlugIn?normOut?=?new?NormalizerPlugIn（）;
????????normOut.setAdvancedSerieSelector（“1“）;
????????fileIn.addPlugIn（normOut）;
????????
????????//?Extract?the?training?data
????????inputTrain?=?JooneTools.getDataFromStream（fileIn?1?trainingRows?2?14）;
????????desiredTrain?=?JooneTools.getDataFromStream（fileIn?1?trainingRows?1?1）;
????????
????????//?Extract?the?test?data
????????inputTest?=?JooneTools.getDataFromStream（fileIn?trainingRows+1?178?2?14）;
????????desiredTest?=?JooneTools.getDataFromStream（fileIn?trainingRows+1?178?1?1）;
????????
????????int[]?nodes?=?{?13?4?1?};
????????NeuralNet?nnet?=?JooneTools.create_standard（nodes?JooneTools.LOGISTIC）;
????????//?Set?optimal?values?for?learning?rate?and?momentum
????????nnet.getMonitor（）.setLearningRate（0.3）;
????????nnet.getMonitor（）.setMomentum（0.5）;
//????????nnet.getMonitor（）.setSingleThreadMode（false）;
????????//?Trains?the?network
????????JooneTools.train（nnet?inputTrain?desiredTrain?
????????????????5000???//?Max?#?of?epochs?
????????????????0.010??//?Stop?RMSE
????????????????100????//?Epochs?between?out

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2017-10-26?12:45??Jar包\
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\engine\
?????文件?????????103??2004-09-20?23:23??Jar包\joone-engine-2.0.0RC1\engine\Readme.txt
?????文件???????16504??2006-01-12?19:37??Jar包\joone-engine-2.0.0RC1\engine\engine_release_changes.txt
?????文件?????2875592??2008-07-03?01:04??Jar包\joone-engine-2.0.0RC1\joone-engine.jar
?????文件???????26934??2004-09-20?23:23??Jar包\joone-engine-2.0.0RC1\license-LGPL.txt
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\samples\
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\samples\engine\
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\
?????文件????????4816??2008-06-28?16:45??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\Validation_using_stream.class
?????文件????????4970??2007-01-09?19:53??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\Validation_using_stream.java
?????文件????????2410??2008-06-28?16:45??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\XOR_using_helpers.class
?????文件????????3098??2007-01-09?19:53??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\XOR_using_helpers.java
?????文件???????13726??2006-06-21?20:03??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\rxor.ser
?????文件????????4760??2006-06-21?20:03??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\rxor.snet
?????文件???????11304??2006-01-18?21:31??Jar包\joone-engine-2.0.0RC1\samples\engine\helpers\wine.txt
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\samples\engine\multipleInputs\
?????文件????????6881??2006-09-25?20:08??Jar包\joone-engine-2.0.0RC1\samples\engine\multipleInputs\XOR_inputSwitch.java
?????文件????????5912??2008-06-28?16:45??Jar包\joone-engine-2.0.0RC1\samples\engine\multipleInputs\XOR_multipleInputs.class
?????文件????????7139??2007-01-09?19:53??Jar包\joone-engine-2.0.0RC1\samples\engine\multipleInputs\XOR_multipleInputs.java
?????文件??????????26??2007-01-09?22:38??Jar包\joone-engine-2.0.0RC1\samples\engine\multipleInputs\xor.txt
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\samples\engine\parity\
?????文件????????7419??2008-06-28?16:45??Jar包\joone-engine-2.0.0RC1\samples\engine\parity\Parity_Structure_Nakayama.class
?????文件????????8402??2007-01-09?19:53??Jar包\joone-engine-2.0.0RC1\samples\engine\parity\Parity_Structure_Nakayama.java
?????文件???????????0??2006-09-20?16:53??Jar包\joone-engine-2.0.0RC1\samples\engine\parity\parity.txt
?????目錄???????????0??2017-10-26?12:45??Jar包\joone-engine-2.0.0RC1\samples\engine\scripting\
?????文件????????6202??2008-06-28?16:45??Jar包\joone-engine-2.0.0RC1\samples\engine\scripting\scriptValidationSample.class
?????文件????????6758??2007-01-09?19:53??Jar包\joone-engine-2.0.0RC1\samples\engine\scripting\scriptValidationSample.java
?????文件?????????773??2003-02-04?23:26??Jar包\joone-engine-2.0.0RC1\samples\engine\scripting\validation.bsh
?????文件???????11304??2002-11-12?21:36??Jar包\joone-engine-2.0.0RC1\samples\engine\scripting\wine.txt
............此處省略369個文件信息