Please use this identifier to cite or link to this item:
https://ah.lib.nccu.edu.tw/handle/140.119/117811
DC Field | Value | Language |
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dc.contributor | 傳播學院 | zh_TW |
dc.creator | 許志堅 | zh_TW |
dc.date | 2016-11 | |
dc.date.accessioned | 2018-06-19T07:27:23Z | - |
dc.date.available | 2018-06-19T07:27:23Z | - |
dc.date.issued | 2018-06-19T07:27:23Z | - |
dc.identifier.uri | http://nccur.lib.nccu.edu.tw/handle/140.119/117811 | - |
dc.description.abstract | In this paper, we proposed an efficient spamfiltering method based on decision tree data mining technique, analyzed the as-sociation rules about spams, and applied these rules to develop a systematized spamfiltering method. Our method possessedthe following three major superiorities: (i) checking only an e-mail’s header section to avoid the low-operating efficiency inscanning an e-mail’s content. Moreover, the accuracy offiltering was enhanced simultaneously. (ii) In order that the probablemisjudgment in identifying an unknown e-mail could be“reversed”, we had constructed a reversing mechanism to help theclassification of unknown e-mails. Thus, the overall accuracy of ourfiltering method will be increased. (iii) Our method wasequipped with a re-learning mechanism, which utilized the supervised machine learning method to collect and analyze eachmisjudged e-mail. Therefore, the revision information learned from the analysis of misjudged e-mails incrementally gavefeedback to our method, and its ability of identifying spams would be improved. | en_US |
dc.format.extent | 933977 bytes | - |
dc.format.mimetype | application/pdf | - |
dc.relation | Security and Communication Networks 【SCI-E】, Vol.9, No.17, pp.4013-4026 | zh_TW |
dc.subject | spam; data mining; decision tree | en_US |
dc.title | An intelligent three‐phase spam filtering method based on decision tree data mining | en_US |
dc.type | article | |
dc.identifier.doi | 10.1002/sec.1584 | |
item.openairetype | article | - |
item.fulltext | With Fulltext | - |
item.grantfulltext | restricted | - |
item.cerifentitytype | Publications | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
Appears in Collections: | 期刊論文 |
Files in This Item:
File | Description | Size | Format | |
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40134026.pdf | 912.09 kB | Adobe PDF2 | View/Open |
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