PROJECT TITLE :

A Game-Theoretic Analysis of Adversarial Classification - 2017

ABSTRACT:

Attack detection is typically approached as a classification drawback. However, commonplace classification tools often perform poorly, because an adaptive attacker will shape his attacks in response to the algorithm. This has led to the recent interest in developing methods for adversarial classification, however to the simplest of our knowledge, there are a terribly few previous studies that take under consideration the attacker's tradeoff between adapting to the classifier getting used against him together with his want to take care of the efficacy of his attack. Together with this effect may be a key to derive solutions that perform well in observe. In this investigation, we tend to model the interaction as a game between a defender who chooses a classifier to differentiate between attacks and traditional behavior based mostly on a set of observed options and an attacker who chooses his attack options (class one information). Traditional behavior (category zero data) is random and exogenous. The attacker's objective balances the benefit from attacks and the value of being detected whereas the defender's objective balances the advantage of a correct attack detection and the cost of false alarm. We give an efficient algorithm to compute all Nash equilibria and a compact characterization of the possible varieties of a Nash equilibrium that reveals intuitive messages on how to perform classification within the presence of an attacker. We additionally explore qualitatively and quantitatively the impact of the non-attacker and underlying parameters on the equilibrium strategies.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE :Cost-Optimal Caching for D2D Networks With User Mobility: Modeling, Analysis, and Computational Approaches - 2018ABSTRACT:Caching well-liked files at the user equipments (UEs) provides an efficient way to alleviate
PROJECT TITLE :Design, Analysis, and Implementation of ARPKI: An Attack-Resilient Public-Key Infrastructure - 2018ABSTRACT:This Transport Layer Security (TLS) Public-Key Infrastructure (PKI) is based on a weakest-link security
PROJECT TITLE :Game-Theoretic Multi-Channel Multi-Access in Energy Harvesting Wireless Sensor NetworksABSTRACT:Energy harvesting (EH) has been proposed as a promising technology to extend the lifetime of wireless sensor networks
PROJECT TITLE :Simulation, Analysis, and Verification of Substrate Currents for Layout Optimization of Smart Power ICsABSTRACT:Today circuit failures in Smart Power ICs because of substrate couplings are partially addressed during
PROJECT TITLE :A game-theoretic perspective on advance reservationsABSTRACT:Advance reservation is a fundamental paradigm for resource allocation. It is used in various economic sectors, including cloud computing and communication

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry