Theoretical Foundations of Adversarial Detection and Applications to Multimedia Forensics (2016)
Abstract / truncated to 115 words
Every day we share our personal information with digital systems which are constantly exposed to threats. Security-oriented disciplines of signal processing have then received increasing attention in the last decades: multimedia forensics, digital watermarking, biometrics, network intrusion detection, steganography and steganalysis are just a few examples. Even though each of these fields has its own peculiarities, they all have to deal with a common problem: the presence of adversaries aiming at making the system fail. It is the purpose of Adversarial Signal Processing to lay the basis of a general theory that takes into account the impact of an adversary on the design of effective signal processing tools. By focusing on the most prominent problem ... toggle 7 keywordsadversarial signal processing – multimedia forensics – game theory – hypothesis testing – information theory – optimal transportation theory – cybersecurity
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