Multistage phishing website detecting method and system

A phishing website and detection method technology, applied in network security and information fields, can solve problems such as unbalanced, doubtful generalization, difficulty in obtaining detection results by classification algorithms, etc., and achieve the effect of accelerating detection speed and improving efficiency

Active Publication Date: 2015-09-09
CHINA INTERNET NETWORK INFORMATION CENTER
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AI Technical Summary

Problems solved by technology

If the model learned based on the above machine learning algorithm is to achieve good results in the actual Internet, a necessary condition is that the training samples need to cover various Internet pages. However, most of the existing anti-phishing technology research is based on relatively small sample sets to verify the algorithm Effectiveness, some sample sets even contain only dozens of samples, and its generalizability is doubtful
In addition, even

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  • Multistage phishing website detecting method and system
  • Multistage phishing website detecting method and system
  • Multistage phishing website detecting method and system

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Embodiment Construction

[0034] A necessary prerequisite for the phishing detection method based on pattern classification to achieve good results is that the training samples should be rich enough, that is, cover all kinds of Web pages. However, the problem of phishing website detection in the actual Internet environment is an extremely class-imbalanced problem, such as figure 1 As shown in , the black spot in the center of the figure indicates a phishing website, and the gray circle indicates a non-phishing website.

[0035] None of the existing phishing detection methods and strategies based on statistical learning takes this fact into account, and there is no necessary explanation for the coverage and rationality of the constructed test data set. Aiming at the above situation, the present invention designs a layered detection strategy, that is, multi-stage phishing detection. The core of this strategy is to rationally design the filtering rules of each layer to achieve the purpose of improving de...

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Abstract

The invention provides a multistage phishing website detecting method and system. The core concept includes that rapid filtration is integrated with precision filtration. Suspected phishing websites are controlled within a narrow range by multistage rapid filtration. Further, an accurate judgment model is trained by analyzing statistical characteristics of positive and negative patterns within a narrow range. The method includes the steps: selecting websites to be detected within a range, rapidly filtering the websites and eliminating obvious non-phishing websites; accurately judging whether the rest websites after rapid filtration are phishing websites. The system comprises a rapid filtration module and an accurate judgment module, wherein the rapid filtration module is used for selecting the websites to be detected within the range, rapidly filtering the websites and eliminating the obvious non-phishing websites, and the accurate judgment module is used for accurately judging the rest websites to be detected after rapid filtration.

Description

technical field [0001] The invention relates to the field of information technology, in particular to the field of network security technology, in particular to a multi-stage phishing website detection method and system. Background technique [0002] Today, the Internet has become an important part of people's social life, but with the continuous popularization of the Internet and the continuous improvement of application levels, in addition to traditional information security threats such as Trojan horses, viruses, and botnets, Internet phishing fraud has gradually become a One of the top attack vectors for cybercriminals. [0003] Internet phishing (phishing) is a new word commonly used in the world. The first two letters ph of phreak (the person who steals the phone line) are replaced with the f of fishing (fishing). It is a combination of social engineering (that is, deception) and network communication technology. Cybercrime means. The purpose of Internet phishing is ...

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Application Information

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IPC IPC(8): G06F21/55
CPCG06F21/55G06F21/554G06F2221/2119
Inventor 耿光刚李晓东
Owner CHINA INTERNET NETWORK INFORMATION CENTER
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