Forum for Science, Industry and Business

Sponsored by:     3M 
Search our Site:

 

Filtering spam

21.11.2012
Concordia University researchers propose new method to rid inboxes of unwanted email

Once upon a time, Spam came in a can and could be easily avoided. Nowadays, spam plagues email inboxes around the world, hawking miracle pills and enticing the gullible with tales of offshore bank accounts containing untold fortunes.

These once text-based email infiltrators have recently turned high-tech, using layers of images to fool automatic filters. Thanks to some sophisticated new cyber-sleuthing, researchers at Concordia University's Institute of Information Systems Engineering are working toward a cure.

PhD candidate Ola Amayri and thesis supervisor, Nizar Bouguila, have conducted a comprehensive study of several spam filters in the process of developing a new and efficient one. They have now proposed a new statistical framework for spam filtering that quickly and efficiently blocks unwanted messages.

"The majority of previous research has focused on the textual content of spam emails, ignoring visual content found in multimedia content, such as images. By considering patterns from text and images simultaneously, we've been able to propose a new method for filtering out spam," says Amayri, who recently published her findings online in a series of international conferences and peer-reviewed journals.

Amayri explains that new spam messages often employ sophisticated tricks, such as deliberately obscuring text, obfuscating words with symbols, and using batches of the same images with different backgrounds and colours that might contain random text from the web. However, until now, the majority of research in the domain of email spam filtering has focused on the automatic extraction and analysis of the textual content of spam emails and has ignored the rich nature of image-based content. When these tricks are used in combination, traditional spam filters are powerless to stop the messages, because they normally focus on either text or images but rarely both.

So how do we stop spam before it sullies our inboxes? "Our new method for spam filtering is able to adapt to the dynamic nature of spam emails and accurately handle spammers' tricks by carefully identifying informative patterns, which are automatically extracted from both text and images content of spam emails," says Amayri.

By conducting extensive experiments on traditional spam filtering methods that were general and limited to patterns found in texts or images, she has developed a much stronger way, based on techniques used in pattern recognition and data mining, to filter out unwanted emails. Although the new method has been tested on English spam emails, Amayri says it can be easily extended to other languages.

While this new spam-detecting approach is still in the development stage, Amayri and Bouguila are currently working on a plug-in for SpamAssassin, the world's most widely used open-source spam filter. Amayri hopes that this plug-in will allow other researchers to perform further tests and make more progress in the field of spam detection.

"Spammers keep adapting their methods so that they can trick the spam filters, says Amayri. "Researchers in this field need to band together to keep adapting our methods too, so that we can keep spam out and focus on those messages that are really important."

Partners in research: The completion of this research was made possible thanks to the Natural Sciences and Engineering Research Council of Canada (NSERC).

Related links:

• Concordia's Department of Electrical and Computer Engineering http://www.ece.concordia.ca/

• Concordia Institute of Information Systems Engineering http://www.ciise.concordia.ca/

Source:

Web: concordia.ca/now/media-relations
Twitter: @CleaDesjardins

Clea Desjardins | EurekAlert!
Further information:
http://www.concordia.ca

More articles from Information Technology:

nachricht Cloud technology: Dynamic certificates make cloud service providers more secure
15.01.2018 | Technische Universität München

nachricht New discovery could improve brain-like memory and computing
10.01.2018 | University of Minnesota

All articles from Information Technology >>>

The most recent press releases about innovation >>>

Die letzten 5 Focus-News des innovations-reports im Überblick:

Im Focus: Scientists decipher key principle behind reaction of metalloenzymes

So-called pre-distorted states accelerate photochemical reactions too

What enables electrons to be transferred swiftly, for example during photosynthesis? An interdisciplinary team of researchers has worked out the details of how...

Im Focus: The first precise measurement of a single molecule's effective charge

For the first time, scientists have precisely measured the effective electrical charge of a single molecule in solution. This fundamental insight of an SNSF Professor could also pave the way for future medical diagnostics.

Electrical charge is one of the key properties that allows molecules to interact. Life itself depends on this phenomenon: many biological processes involve...

Im Focus: Paradigm shift in Paris: Encouraging an holistic view of laser machining

At the JEC World Composite Show in Paris in March 2018, the Fraunhofer Institute for Laser Technology ILT will be focusing on the latest trends and innovations in laser machining of composites. Among other things, researchers at the booth shared with the Aachen Center for Integrative Lightweight Production (AZL) will demonstrate how lasers can be used for joining, structuring, cutting and drilling composite materials.

No other industry has attracted as much public attention to composite materials as the automotive industry, which along with the aerospace industry is a driver...

Im Focus: Room-temperature multiferroic thin films and their properties

Scientists at Tokyo Institute of Technology (Tokyo Tech) and Tohoku University have developed high-quality GFO epitaxial films and systematically investigated their ferroelectric and ferromagnetic properties. They also demonstrated the room-temperature magnetocapacitance effects of these GFO thin films.

Multiferroic materials show magnetically driven ferroelectricity. They are attracting increasing attention because of their fascinating properties such as...

Im Focus: A thermometer for the oceans

Measurement of noble gases in Antarctic ice cores

The oceans are the largest global heat reservoir. As a result of man-made global warming, the temperature in the global climate system increases; around 90% of...

All Focus news of the innovation-report >>>

Anzeige

Anzeige

Event News

10th International Symposium: “Advanced Battery Power – Kraftwerk Batterie” Münster, 10-11 April 2018

08.01.2018 | Event News

See, understand and experience the work of the future

11.12.2017 | Event News

Innovative strategies to tackle parasitic worms

08.12.2017 | Event News

 
Latest News

Polymers Based on Boron?

18.01.2018 | Life Sciences

Bioengineered soft microfibers improve T-cell production

18.01.2018 | Life Sciences

World’s oldest known oxygen oasis discovered

18.01.2018 | Earth Sciences

VideoLinks
B2B-VideoLinks
More VideoLinks >>>