Using clickstream data to enhance reverse engineering of Web applications

Poženel, Marko; Slivnik, Boštjan

doi:10.1016/bs.adcom.2019.07.006

Cited by 1 publication

(2 citation statements)

References 78 publications

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“…Shu [2] presented a control reconfiguration approach to improve the performance of two classes of dynamical systems by reverse-engineer. Poženel [3] used clickstream data to enhance reverse engineering of Web applications. Miranda [4] used reverse engineering techniques to infer a system use case model.…”

Section: Related Workmentioning

confidence: 99%

“…2 Synchronous elimination If the escape analysis finds that the game object will not escape beyond the thread, then the synchronization measures of the object can be eliminated. 3 Scalar replacement If a game object will not be accessed externally, and the object can be disassembled, then JIT may not create the object when the program is executed, and instead allocate member variables of the object on the Memory stack. The results of above plans is that more same cached values are generated, making reverse search difficult.…”

Section: B Features Of 3d Video Games and Compilersmentioning

confidence: 99%

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Reversely Discovering and Modifying Properties Based on Active Deep Q-Learning

Huo

2020

IEEE Access

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Many researchers studied DQN (Deep Q-Networks) to train a game AI to beat human players, while we trained an improved AI to reversely modify properties of 3D video games. Our ultimate objective is to improve automatic debug for software and cloud services. However, the problem that reversely discovers properties in online 3D Video Games in an automatic way has not been studied yet. Therefore, related special difficulties are first discussed in the paper. RMDQN (a Reverse Method based on our active Deep Q-Networks) is proposed to deal with the problem, and an active DQN is invented to make the reverse procedure automatic and intelligent. The action engine of RMDQN is able to control any operational game object like a player is playing, which makes automatic debug possible. A video demonstration is provided to show the result of reversely modifying game properties by our method. It was proved that our method can improve debug technology in 3D video games, and it will be applied in cloud services with few modifications.

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Section: Related Workmentioning

confidence: 99%

Section: B Features Of 3d Video Games and Compilersmentioning

confidence: 99%