Phishing has become a severe problem in the Internet society. We propose an effective phishing webpage detection approach using EMD (Earth Mover’s Distance) based visual similarity of webpages. Both suspected webpage and protected webpage are first preprocessed into low resolution images respectively. The image level colors and coordinate features are used to represent the image signatures. We ...

Advanced Persistent Threat (APT) is one of the most serious types of cyber attacks, which is a new and more complex version of multi-step attack. Within the APT life cycle, the most common technique used to get the point of entry is spear-phishing emails which may contain disguised executable files. This paper presents the disguised executable file detection (DeFD) module, which aims at detecti...

Phishing is a very dangerous security threat that affects individuals as well companies and organizations. To fight the risks associated with this threat, it important to detect phishing websites in timely manner. Machine learning models work for purpose they can predict cases, using information on underlying websites. In paper, we contribute research detection of by proposing an explainable ma...

The World Wide Web provides every internet citizen with voluminous and heterogeneous data. Therefore, it becomes an essential to mine this available data to make it presentable, useful, and pertinent to a particular problem. Web mining deals with the extraction of these interesting patterns and developing useful abstracts from diversified sources. To improve the security of Web services one wou...

A significant rise in electronic trade, or consumer-to-consumer online transactions, has occurred recently as a result of advances Internet and cloud technologies. Malware, phishing, ransomware, man- in-the-middle attacks other techniques are just few the ways cybercriminals utilize to begin cyber attack. Phishing is form social engineering security assault which nefarious actors send messages ...

In the Internet era, the online trading of various fields is growing quickly. As a result, cyber crime is increasing constantly. Phishing is a new type of crime aimed at stealing user information via these fake web pages. Most of these phishing web pages look similar to the real web pages in terms of website interface and uniform resource locator (URL) address. Many techniques have been propose...