I have a text classification project. So, I am going through the examples
provided in Mahout in Action book. 20news example works fine for me.
However, I don't understand something: Why do we include the target
variables in the test data files? (target variable - tab - text content). I
understand that in order for us to train the program we need to provide
target variables in the training files but I don't understand why we include
target variables in the test files? Isn't Mahout supposed to determine them
by using the model created from training? Just to test that, I renamed the
folder names under 20news-bydate-test to 1, 2, 3, ...20. Then I ran
prepare20newsgroups to generate the files required for naive bayes
classifier. The new files included renamed folder names as target variables
such that 1, 2, 3, ... 20. When I ran the testclassifier after training the
classifier, I received the the following error. Why? Please help me
understand. Also, is there Java source code for 20newsgroup bayes
classification (instead of command line)?
Exception in thread "main" java.lang.IllegalArgumentException: Label not
found: 20
at
com.google.common.base.Preconditions.checkArgument(Preconditions.java:88)
at
org.apache.mahout.classifier.ConfusionMatrix.getCount(ConfusionMatrix.java:93)
at
org.apache.mahout.classifier.ConfusionMatrix.incrementCount(ConfusionMatrix.java:113)
at
org.apache.mahout.classifier.ConfusionMatrix.incrementCount(ConfusionMatrix.java:117)
at
org.apache.mahout.classifier.ConfusionMatrix.addInstance(ConfusionMatrix.java:85)
at
org.apache.mahout.classifier.ResultAnalyzer.addInstance(ResultAnalyzer.java:67)
at
org.apache.mahout.classifier.bayes.TestClassifier.classifySequential(TestClassifier.java:252)
at
org.apache.mahout.classifier.bayes.TestClassifier.main(TestClassifier.java:185)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at
sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
at
sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
at java.lang.reflect.Method.invoke(Method.java:597)
at
org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(ProgramDriver.java:68)
at
org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139)
at org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:187)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at
sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
at
sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
at java.lang.reflect.Method.invoke(Method.java:597)
at org.apache.hadoop.util.RunJar.main(RunJar.java:156)
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