Method and apparatus for classifying electronic messages
Systems and methods for processing a message are provided. A message may be processed to generate a message summary by removing or replacing certain words, phrases, sentences, punctuation, and the like. Message signatures based upon the message summary may be generated and stored in a signature database, which may be used to identify and/or classify spam messages. Subsequently received messages may be classified by signature and processed based on classification.
1. A method for classifying messages, the method comprising:
ranking words included in a received message based on a probability of the ranked words being included in a spam message, the received message addressed to a recipient;
replacing one or more words from the received message based on the word ranking with one or more other words;
generating a summary of the received message following replacement of the one or more words;
classifying the received message as spam based on comparing the summary of the received message with summaries of other messages stored in a database; and
preventing the message from being provided to the recipient based on the spam classification.
2. The method of claim 1 , further comprising:
identifying one or more useless words in the received message; and
deleting the one or more useless words identified in the received message.
3. The method of claim 1 , wherein the summary includes a canonical equivalent for the one or more replaced words.
4. The method of claim 1 , wherein the message is quarantined based on the spam classification.
5. The method of claim 1 , wherein the message is deleted based on the spam classification.
6. The method of claim 1 , wherein the summary of the received message includes a signature.
7. A method for classifying messages, the method comprising:
receiving a message at a first spam blocking device, the message addressed to a first recipient;
generating a summary of the message at the first spam blocking device by replacing one or more words from the received message with one or more other words, the replacement based on a ranking of words included in the message;
sending the summary of the message to a spam blocking server, wherein the message is classified as spam after the summary is sent to the spam blocking server; and
preventing the message from being provided to the first recipient based on the spam classification, the prevention occurring at the first spam blocking device.
8. The method of claim 7 , further comprising:
receiving a plurality of signatures from the spam blocking server;
receiving a second message at the spam blocking device;
generating a summary of the second message;
classifying the second message as spam based on the generated summary matching at least one of the signatures of the plurality of received signatures; and
preventing the second message from being provided to an intended recipient based on the spam classification of the second message.
9. The method of claim 7 , wherein the spam blocking device classifies received messages by comparing signatures against a summary of each of the received messages.
10. The method of claim 7 , wherein the generation of the summary includes deleting one or more words identified in the received message.
11. The method of claim 7 , wherein the summary includes a canonical equivalent for at least one of a word or a phrase associated with the message.
12. The method of claim 7 , wherein the message is quarantined based on the spam classification.
13. The method of claim 7 , wherein the message is deleted based on the spam classification.
14. A non-transitory computer-readable storage medium, the storage-medium having embodied thereon a program executable by a processor to perform a method for classifying messages, the method comprising:
receiving a message addressed to a first recipient;
generating a summary of the message by replacing one or more words from the received message with one or more other words, the replacement based on a ranking of words included in the message;
sending the summary of the message to a spam blocking server, wherein the message is classified as spam after the summary is sent to the spam blocking server; and
preventing the message from being provided to the first recipient based on the spam classification.
15. The non-transitory computer-readable storage medium of claim 14 , the program further executable to:
receive a plurality of signatures from the spam blocking server;
receive a second message;
generate a summary of the second message;
classify the second message as spam based on the generated summary matching at least one of the signatures of the plurality of received signatures; and
prevent the second message from being provided to an intended recipient based on the spam classification of the second message.
16. The non-transitory computer-readable storage medium of claim 14 , wherein received messages are classified by comparing signatures with summaries of received messages.
17. The non-transitory computer-readable storage medium of claim 14 , wherein the generation of the summary includes deleting one or more words identified in the received message.
18. The method of claim 14 , wherein the summary includes a canonical equivalent for at least one of a word or a phrase associated with the message.