Java Doc for BayesianAnalyzer.java in  » Net » james-2.3.1 » org » apache » james » util » Java Source Code / Java DocumentationJava Source Code and Java Documentation

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Java Source Code / Java Documentation » Net » james 2.3.1 » org.apache.james.util 
Source Cross Reference  Class Diagram Java Document (Java Doc) 


java.lang.Object
   org.apache.james.util.BayesianAnalyzer

All known Subclasses:   org.apache.james.util.JDBCBayesianAnalyzer,
BayesianAnalyzer
public class BayesianAnalyzer (Code)

Determines probability that text contains Spam.

Based upon Paul Grahams' A Plan for Spam. Extended to Paul Grahams' Better Bayesian Filtering.

Sample method usage:

Use: void addHam(Reader) and void addSpam(Reader) methods to build up the Maps of ham & spam tokens/occurrences. Both addHam and addSpam assume they're reading one message at a time, if you feed more than one message per call, be sure to adjust the appropriate message counter: hamMessageCount or spamMessageCount. Then...

Use: void buildCorpus() to build the final token/probabilities Map. Use your own methods for persistent storage of either the individual ham/spam corpus & message counts, and/or the final corpus. Then you can...

Use: double computeSpamProbability(Reader) to determine the probability that a particular text contains spam. A returned result of 0.9 or above is an indicator that the text was spam.

If you use persistent storage, use: void setCorpus(Map) before calling computeSpamProbability.


version:
   CVS $Revision: $ $Date: $
since:
   2.3.0



Constructor Summary
public  BayesianAnalyzer()
     Basic class constructor.

Method Summary
public  voidaddHam(Reader stream)
     Adds a message to the ham list.
public  voidaddSpam(Reader stream)
     Adds a message to the spam list.
public  voidbuildCorpus()
     Builds the corpus from the existing ham & spam counts.
public  voidclear()
     Clears all analysis repositories and counters.
public  doublecomputeSpamProbability(Reader stream)
     Computes the probability that the stream contains SPAM.
Parameters:
  stream - The text to be analyzed for Spamminess.
public  MapgetCorpus()
     Public getter for corpus.
public  intgetHamMessageCount()
     Public getter for hamMessageCount.
public  MapgetHamTokenCounts()
     Public getter for the hamTokenCounts Map.
public  intgetSpamMessageCount()
     Public getter for spamMessageCount.
public  MapgetSpamTokenCounts()
     Public getter for the spamTokenCounts Map.
public  voidsetCorpus(Map corpus)
     Public setter for corpus.
public  voidsetHamMessageCount(int hamMessageCount)
     Public setter for hamMessageCount.
public  voidsetHamTokenCounts(Map hamTokenCounts)
     Public setter for the hamTokenCounts Map.
public  voidsetSpamMessageCount(int spamMessageCount)
     Public setter for spamMessageCount.
public  voidsetSpamTokenCounts(Map spamTokenCounts)
     Public setter for the spamTokenCounts Map.
public  voidtokenCountsClear()
     Clears token counters.


Constructor Detail
BayesianAnalyzer
public BayesianAnalyzer()(Code)
Basic class constructor.




Method Detail
addHam
public void addHam(Reader stream) throws java.io.IOException(Code)
Adds a message to the ham list.
Parameters:
  stream - A reader stream on the ham message to analyze
throws:
  IOException - If any error occurs



addSpam
public void addSpam(Reader stream) throws java.io.IOException(Code)
Adds a message to the spam list.
Parameters:
  stream - A reader stream on the spam message to analyze
throws:
  IOException - If any error occurs



buildCorpus
public void buildCorpus()(Code)
Builds the corpus from the existing ham & spam counts.



clear
public void clear()(Code)
Clears all analysis repositories and counters.



computeSpamProbability
public double computeSpamProbability(Reader stream) throws java.io.IOException(Code)
Computes the probability that the stream contains SPAM.
Parameters:
  stream - The text to be analyzed for Spamminess. A 0.0 - 1.0 probability
throws:
  IOException - If any error occurs



getCorpus
public Map getCorpus()(Code)
Public getter for corpus.



getHamMessageCount
public int getHamMessageCount()(Code)
Public getter for hamMessageCount.



getHamTokenCounts
public Map getHamTokenCounts()(Code)
Public getter for the hamTokenCounts Map.



getSpamMessageCount
public int getSpamMessageCount()(Code)
Public getter for spamMessageCount.



getSpamTokenCounts
public Map getSpamTokenCounts()(Code)
Public getter for the spamTokenCounts Map.



setCorpus
public void setCorpus(Map corpus)(Code)
Public setter for corpus.
Parameters:
  corpus - The new corpus.



setHamMessageCount
public void setHamMessageCount(int hamMessageCount)(Code)
Public setter for hamMessageCount.
Parameters:
  hamMessageCount - The new ham message count.



setHamTokenCounts
public void setHamTokenCounts(Map hamTokenCounts)(Code)
Public setter for the hamTokenCounts Map.
Parameters:
  hamTokenCounts - The new ham Token counts Map.



setSpamMessageCount
public void setSpamMessageCount(int spamMessageCount)(Code)
Public setter for spamMessageCount.
Parameters:
  spamMessageCount - The new spam message count.



setSpamTokenCounts
public void setSpamTokenCounts(Map spamTokenCounts)(Code)
Public setter for the spamTokenCounts Map.
Parameters:
  spamTokenCounts - The new spam Token counts Map.



tokenCountsClear
public void tokenCountsClear()(Code)
Clears token counters.



Methods inherited from java.lang.Object
native protected Object clone() throws CloneNotSupportedException(Code)(Java Doc)
public boolean equals(Object obj)(Code)(Java Doc)
protected void finalize() throws Throwable(Code)(Java Doc)
final native public Class getClass()(Code)(Java Doc)
native public int hashCode()(Code)(Java Doc)
final native public void notify()(Code)(Java Doc)
final native public void notifyAll()(Code)(Java Doc)
public String toString()(Code)(Java Doc)
final native public void wait(long timeout) throws InterruptedException(Code)(Java Doc)
final public void wait(long timeout, int nanos) throws InterruptedException(Code)(Java Doc)
final public void wait() throws InterruptedException(Code)(Java Doc)

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