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Chat bots target popular chat networks to distribute spam and malware. In this paper, we first conduct a series of measurements on a large commercial chat network. Our measurements capture a total of 14 different types of chat bots ranging from simple to advanced.

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The process of reading and labeling these chat logs required about hours. In this paper, we first conduct a series of measurements on a large commercial chat network. A chat bot is a program that interacts with a chat service to automate tasks for a human, e. The chat server relays chat messages to and from chta users. The first-generation chat bots were deed to help operate chat rooms, or to entertain chat users, e. In [ 23 ], Mannan et al.

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Among chat bots, we further 18 chat bot them into four different groups: periodic bots, random bots, responder bots, and replay bots. In contrast, the machine-learning classifier is mainly based on message content for detection. The users connect to a chat server via chat clients hot support a certain chat protocol, and they may browse and many chat rooms featuring a variety of topics.

We conduct experimental tests on the classification system, and the validate its efficacy on chat bot detection. In August and November, we collected a total of 1, hours of chat logs. Many widely used chat systems such as 18 chat bot predate the rise of IM systems, and have great impact upon the IM system and protocol de.

The drawback with this approach is that it cannot capture those unknown or evasive chat bots that do not use the known key words or phrases.

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The former relates to message timing, and the latter relates to message content. We conduct experimental tests on the classification system, and the validate its efficacy on chat bot detection. In addition, users on Yahoo! In contrast, the machine-learning classifier is mainly based on message content for detection. The former determines message timing, and the latter determines 1 content. Third-party chat clients filter out chat bots, mainly based 18 chat bot key words or key phrases that chaf known to be used by chat bots.

The first-generation chat bots were deed to help operate chat rooms, or to entertain chat users, e.

The November worms attempted to send malicious links 18 chat bot were blocked by Yahoo! The keyword-based message filters, used by third party chat clients [ 4243 ], suffer from high false negative rates because bot makers frequently update chat bots to evade published keyword lists. There are many different kinds of text obfuscation schemes. The abuse of chat services by automated programs, known as chat bots, poses a serious threat to on-line users.

A few countermeasures have been used to defend against the abuse of chat bots, though none of them are very effective. The effective detection system against chat bots is in great demand but still missing. In this paper, we first conduct a series of measurements on a large commercial chat network.

The logging of chat messages is available on the standard Yahoo! Our study is carried out on the Yahoo! Chat bots target popular chat networks to distribute spam and malware. By combining the entropy classifier and the machine-learning classifier, the proposed classification system is highly effective to capture chat bots, in terms of accuracy and speed. Fourth, and most interestingly, chat bots replay human phrases entered by other chat users. This recently-added feature is to guard against a major source of abuse—bots.

Since the detection of spam can be easily converted into the problem 118 text classification, many content-based filters utilize machine-learning algorithms for filtering spam.

This is mainly because its console-like interface and command-line-based operation are not user-friendly. Unlike those on most IRC networks, users on the Yahoo!

However, the large user base and open nature of Internet chat make it an ideal target for malicious exploitation. Upon entering chat, all chat users are shown a disclaimer from Yahoo!

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AS [ 35 ] worms appeared in the 118 chat logs, and 23 W Section 5 evaluates the effectiveness of our approach for chat bot detection. A timer-based bot sends messages based on a timer, which can be periodic i. The entropy-based classifier is more accurate to detect unknown chat bots, whereas the machine-learning-based classifier is faster to 18 chat bot known chat bots. In addition, there are several multi-protocol chat clients, such as Pidgin formerly GAIM and Trillian, that allow a user to different chat systems.

So far, the efforts to combat chat bots have focused on two got approaches: 1 keyword-based filtering and 2 human interactive proofs. The recent chat systems improve user experience by using graphic-based interfaces, as well cjat adding attractive features such as avatars, emoticons, and audio-video communication capabilities. According to our observation, the main activity of chat bots is to send spam links to chat users. Our logs also include some examples of malware spreading via chat rooms.

In addition, our examiner checks the content of Bott and typically observes multiple instances of the same chat bot, which further improve our classification accuracy. In mid to late September, both chat bot and third party client developers updated their programs. In addition, our examiner checks the content of URLs and typically observes multiple instances of the same chat bot, which further improve our classification accuracy.

Moreover, given that the best practice of current artificial intelligences [ 36 ] can rarely pass a non-restricted Turing test, our classification of chat bots should be very accurate. There are also reports of bots in some non-chat systems with chat features, including online games, such as World of Warcraft [ 732 chxt and Second Life [ 27 ].

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With this in mind, we outline some related work on IM systems. For example, IRC, a classic chat system, implements a of IM-like features, such bit presence and file transfers, in its current versions. However, with the commercialization of the Internet, the main enterprise of chat bots is now sending chat spam.

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