Using online linear classifiers to filter spam emails

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Online Decision-Making in Receiving Spam Emails Among College Students

Decision-making in the real world has been extensively studied, whereas decision-making in the cyber world is relatively unknown. The present study investigated how email users made their decisions to read or delete spam emails, unsolicited junk emails sent indiscriminately, when they received various kinds of emails in the everyday life. An experimental survey was designed to manipulate two va...

متن کامل

Online Discriminative Spam Filter Training

We describe a very simple technique for discriminatively training a spam filter. Our results on the TREC Enron spam corpus would have been the best for the Ham at .1% measure, and second best by the 1-ROCA measure. For the Mr. X corpus, our 1-ROCAmeasure was a close second best, and third best by the Ham at .1% measure. We use a very simple feature extractor (all words in the subject and header...

متن کامل

Not So Naive Online Bayesian Spam Filter

Spam filtering, as a key problem in electronic communication, has drawn significant attention due to increasingly huge amounts of junk email on the Internet. Content-based filtering is one reliable method in combating with spammers changing tactics. Naı̈ve Bayes (NB) is one of the earliest content-based machine learning methods both in theory and practice in combating with spammers, which is eas...

متن کامل

Not So Naı̈ve Online Bayesian Spam Filter

Spam filtering, as a key problem in electronic communication, has drawn significant attention due to increasingly huge amounts of junk email on the Internet. Content-based filtering is one reliable method in combating with spammers’ changing tactics. Naı̈ve Bayes (NB) is one of the earliest content-based machine learning methods both in theory and practice in combating with spammers, which is ea...

متن کامل

Batch and Online Spam Filter Comparison

In the TREC 2005 Spam Evaluation Track, a number of popular spam filters – all owing their heritage to Graham’s A Plan for Spam – did quite well. Machine learning techniques reported elsewhere to perform well were hardly represented in the participating filters, and not represented at all in the better results. A non-traditional technique Prediction by Partial Matching (PPM) – performed excepti...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Pattern Analysis and Applications

سال: 2006

ISSN: 1433-7541,1433-755X

DOI: 10.1007/s10044-006-0045-7