Matches in SemOpenAlex for { <https://semopenalex.org/work/W3011105087> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W3011105087 abstract "Dynamic Information Flow Tracking (DIFT) has been proposed to detect stealthy and persistent cyber attacks in a computer system that evade existing defense mechanisms such as firewalls and signature-based antivirus systems. A DIFTbased defense tracks the propagation of suspicious information flows across the system and dynamically generates security analysis to identify possible attacks, at the cost of additional performance and memory overhead for analyzing non-adversarial information flows. In this paper, we model the interaction between adversarial information flows and DIFT on a partially known system as a nonzero-sum stochastic game. Our game model captures the probability that the adversary evades detection even when it is analyzed using the security policies (false-negatives) and the performance overhead incurred by the defender for analyzing the non-adversarial flows in the system. We prove the existence of a Nash equilibrium (NE) and propose a supervised learning-based approach to find an approximate NE. Our approach is based on a partially input convex neural network that learns a mapping between the strategies and payoffs of the players with the available system knowledge, and an alternating optimization technique that updates the players’ strategies to obtain an approximate equilibrium. We evaluate the performance of the proposed approach and empirically show the convergence to an approximate NE for synthetic random generated graphs and real-world dataset collected using Refinable Attack INvestigation (RAIN) framework." @default.
- W3011105087 created "2020-03-23" @default.
- W3011105087 creator A5003489427 @default.
- W3011105087 creator A5007487580 @default.
- W3011105087 creator A5007836088 @default.
- W3011105087 creator A5026404355 @default.
- W3011105087 creator A5047140382 @default.
- W3011105087 creator A5079723268 @default.
- W3011105087 creator A5087007662 @default.
- W3011105087 date "2019-12-01" @default.
- W3011105087 modified "2023-09-25" @default.
- W3011105087 title "Learning Equilibria in Stochastic Information Flow Tracking Games with Partial Knowledge" @default.
- W3011105087 cites W1607809226 @default.
- W3011105087 cites W1968909445 @default.
- W3011105087 cites W2010705740 @default.
- W3011105087 cites W2060692877 @default.
- W3011105087 cites W2062973696 @default.
- W3011105087 cites W2063123613 @default.
- W3011105087 cites W2106741306 @default.
- W3011105087 cites W2117196412 @default.
- W3011105087 cites W2766852928 @default.
- W3011105087 cites W2892303285 @default.
- W3011105087 cites W2893632805 @default.
- W3011105087 cites W2894312149 @default.
- W3011105087 cites W2912262279 @default.
- W3011105087 cites W2972812783 @default.
- W3011105087 cites W4234538326 @default.
- W3011105087 cites W4252481514 @default.
- W3011105087 doi "https://doi.org/10.1109/cdc40024.2019.9029404" @default.
- W3011105087 hasPublicationYear "2019" @default.
- W3011105087 type Work @default.
- W3011105087 sameAs 3011105087 @default.
- W3011105087 citedByCount "3" @default.
- W3011105087 countsByYear W30111050872020 @default.
- W3011105087 crossrefType "proceedings-article" @default.
- W3011105087 hasAuthorship W3011105087A5003489427 @default.
- W3011105087 hasAuthorship W3011105087A5007487580 @default.
- W3011105087 hasAuthorship W3011105087A5007836088 @default.
- W3011105087 hasAuthorship W3011105087A5026404355 @default.
- W3011105087 hasAuthorship W3011105087A5047140382 @default.
- W3011105087 hasAuthorship W3011105087A5079723268 @default.
- W3011105087 hasAuthorship W3011105087A5087007662 @default.
- W3011105087 hasConcept C111919701 @default.
- W3011105087 hasConcept C113336015 @default.
- W3011105087 hasConcept C126255220 @default.
- W3011105087 hasConcept C138885662 @default.
- W3011105087 hasConcept C144237770 @default.
- W3011105087 hasConcept C154945302 @default.
- W3011105087 hasConcept C162324750 @default.
- W3011105087 hasConcept C2777303404 @default.
- W3011105087 hasConcept C2779136372 @default.
- W3011105087 hasConcept C2779960059 @default.
- W3011105087 hasConcept C33923547 @default.
- W3011105087 hasConcept C37736160 @default.
- W3011105087 hasConcept C38652104 @default.
- W3011105087 hasConcept C41008148 @default.
- W3011105087 hasConcept C41065033 @default.
- W3011105087 hasConcept C41895202 @default.
- W3011105087 hasConcept C46814582 @default.
- W3011105087 hasConcept C50522688 @default.
- W3011105087 hasConcept C80444323 @default.
- W3011105087 hasConceptScore W3011105087C111919701 @default.
- W3011105087 hasConceptScore W3011105087C113336015 @default.
- W3011105087 hasConceptScore W3011105087C126255220 @default.
- W3011105087 hasConceptScore W3011105087C138885662 @default.
- W3011105087 hasConceptScore W3011105087C144237770 @default.
- W3011105087 hasConceptScore W3011105087C154945302 @default.
- W3011105087 hasConceptScore W3011105087C162324750 @default.
- W3011105087 hasConceptScore W3011105087C2777303404 @default.
- W3011105087 hasConceptScore W3011105087C2779136372 @default.
- W3011105087 hasConceptScore W3011105087C2779960059 @default.
- W3011105087 hasConceptScore W3011105087C33923547 @default.
- W3011105087 hasConceptScore W3011105087C37736160 @default.
- W3011105087 hasConceptScore W3011105087C38652104 @default.
- W3011105087 hasConceptScore W3011105087C41008148 @default.
- W3011105087 hasConceptScore W3011105087C41065033 @default.
- W3011105087 hasConceptScore W3011105087C41895202 @default.
- W3011105087 hasConceptScore W3011105087C46814582 @default.
- W3011105087 hasConceptScore W3011105087C50522688 @default.
- W3011105087 hasConceptScore W3011105087C80444323 @default.
- W3011105087 hasLocation W30111050871 @default.
- W3011105087 hasOpenAccess W3011105087 @default.
- W3011105087 hasPrimaryLocation W30111050871 @default.
- W3011105087 hasRelatedWork W13184946 @default.
- W3011105087 hasRelatedWork W13255732 @default.
- W3011105087 hasRelatedWork W1850762 @default.
- W3011105087 hasRelatedWork W1971151 @default.
- W3011105087 hasRelatedWork W4544403 @default.
- W3011105087 hasRelatedWork W7933103 @default.
- W3011105087 hasRelatedWork W8145049 @default.
- W3011105087 hasRelatedWork W8796274 @default.
- W3011105087 hasRelatedWork W9122165 @default.
- W3011105087 hasRelatedWork W9793750 @default.
- W3011105087 isParatext "false" @default.
- W3011105087 isRetracted "false" @default.
- W3011105087 magId "3011105087" @default.
- W3011105087 workType "article" @default.