SlideShare ist ein Scribd-Unternehmen logo
1 von 5
RRE A Game-Theoretic Intrusion Response and Recovery Engine 
RRE A Game-Theoretic Intrusion Response and Recovery Engine 
Preserving the availability and integrity of networked computing systems in the face of fast-spreading 
intrusions requires advances not only in detection algorithms, but also in automated 
response techniques. In this paper, we propose a new approach to automated response called the 
response and recovery engine (RRE). Our engine employs a game-theoretic response strategy 
against adversaries modeled as opponents in a two-player Stackelberg stochastic game. The RRE 
applies attack-response trees (ART) to analyze undesired system- level security events within 
host computers and their countermeasures using Boolean logic to combine lower level attack 
consequences. In addition, the RRE accounts for uncertainties in intrusion detection alert 
notifications. The RRE then chooses optimal response actions by solving a partially observable 
competitive Markov decision process that is automatically derived from attack-response trees. To 
support network- level multiobjective response selection and consider possibly conflicting 
network security properties, we employ fuzzy logic theory to calculate the network- level security 
metric values, i.e., security levels of the system’s current and potentially future states in each 
stage of the game. In particular, inputs to the network- level game-theoretic response selection 
engine, are first fed into the fuzzy system that is in charge of a nonlinear inference and 
quantitative ranking of the possible actions using its previously defined fuzzy rule set. 
Consequently, the optimal network-level 
response actions are chosen through a game-theoretic optimization process. Experimental results 
show that the RRE, using Snort’s alerts, can protect large networks for which attack-response 
trees have more than 500 nodes. 
The severity and number of intrusions on computer networks are rapidly increasing. Generally, 
incident-handling techniques are categorized into three broad classes. First, there are intrusion 
prevention methods that take actions to prevent occurrence of attacks, for example, network flow 
encryption to prevent man- in-the-middle attacks. Second, there are intrusion detection systems 
(IDSes), such as Snort, which try to detect inappropriate, incorrect, or anomalous network 
Contact: 9703109334, 9533694296 
ABSTRACT: 
EXISTING SYSTEM: 
Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
RRE A Game-Theoretic Intrusion Response and Recovery Engine 
activities, for example, perceiving CrashIIS attacks by detecting malformed packet payloads. 
Finally, There are intrusion response techniques that take responsive act ions based on received 
IDS alerts to stop attacks before they can cause significant damage and to ensure safety of the 
computing environment. So far, most research has focused on improving techniques for intrusion 
prevention and detection, while intrusion response usually remains a manual process performed 
by network administrators who are notified by IDS alerts and respond to the intrusions. This 
manual response process inevitably introduces some delay between notification and response,. 
DISADVANTAGES OF EXISTING SYSTEM: 
 Which could be easily exploited by the attacker to achieve his or her goal and 
significantly increase the damage. 
 To reduce the severity of attack damage resulting from delayed response, an 
automated intrusion response is required that provides instantaneous response to 
intrusion. 
In this paper, we present an automated cost-sensitive intrusion response system called the 
response and recovery engine (RRE) that models the security battle between itself and the 
attacker as a multistep, sequential, hierarchical, non zero sum, two-player stochastic game. In 
each step of the game, RRE leverages a new extended attack tree structure, called the attack-response 
tree (ART), and received IDS alerts to evaluate various security properties of the 
individual host systems within the network. ARTs provide a formal way to describe host system 
security based on possible intrusion and response scenarios for the attacker and response engine, 
respectively. More importantly, ARTs enable RRE to consider inherent uncertainties in alerts 
received from IDSes (i.e., false positive and false negative rates), when estimating the syste m’s 
security and deciding on response actions. Then, the RRE automatically converts the attack-response 
trees into partially observable competitive Markov decision processes that are solved to 
find the optimal response action against the attacker, in the sense that the maximum discounted 
accumulative damage that the attacker can cause later in the game is minimized. 
Contact: 9703109334, 9533694296 
PROPOSED SYSTEM: 
Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
RRE A Game-Theoretic Intrusion Response and Recovery Engine 
Contact: 9703109334, 9533694296 
Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
RRE A Game-Theoretic Intrusion Response and Recovery Engine 
ADVANTAGES OF PROPOSED SYSTEM: 
 Improves its scalability for large-scale computer networks, in which RRE is supposed to 
protect a large number of host computers against malicious attackers. 
 Finally, separation of high- and low- level security issues significantly simplifies the 
accurate design of response engines. 
SYSTEM ARCHITECTURE: 
Contact: 9703109334, 9533694296 
Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
RRE A Game-Theoretic Intrusion Response and Recovery Engine 
SYSTEM REQUIREMENTS: 
HARDWARE REQUIREMENTS: 
 System : Pentium IV 2.4 GHz. 
 Hard Disk : 40 GB. 
 Floppy Drive : 1.44 Mb. 
 Monitor : 15 VGA Colour. 
 Mouse : Logitech. 
 Ram : 512 Mb. 
SOFTWARE REQUIREMENTS: 
 Operating system : Windows XP/7. 
 Coding Language : JAVA/J2EE 
 IDE : Netbeans 7.4 
 Database : MYSQL 
Saman A. Zonouz, Himanshu Khurana, William H. Sanders, and Timothy M. Yardley “RRE: A 
Game-Theoretic Intrusion Response and Recovery Engine” IEEE TRANSACTIONS ON 
PARALLEL AND DISTRIBUTED SYSTEMS, VOL. 25, NO. 2, FEBRUARY 2014 
Contact: 9703109334, 9533694296 
REFERENCE: 
Email id: academicliveprojects@gmail.com, www.logicsystems.org.in

Weitere Àhnliche Inhalte

Ähnlich wie rre a game-theoretic intrusion response and recovery engine

2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...IEEEFINALYEARSTUDENTPROJECT
 
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...IEEEGLOBALSOFTSTUDENTSPROJECTS
 
on false data-injection attacks against power system state estimation modelin...
on false data-injection attacks against power system state estimation modelin...on false data-injection attacks against power system state estimation modelin...
on false data-injection attacks against power system state estimation modelin...swathi78
 
A Review Of Network Security Metrics
A Review Of Network Security MetricsA Review Of Network Security Metrics
A Review Of Network Security MetricsLisa Riley
 
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREHARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREVLSICS Design
 
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREHARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREVLSICS Design
 
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREHARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREVLSICS Design
 
Replay of Malicious Traffic in Network Testbeds
Replay of Malicious Traffic in Network TestbedsReplay of Malicious Traffic in Network Testbeds
Replay of Malicious Traffic in Network TestbedsDETER-Project
 
JPJ1439 On False Data-Injection Attacks against Power System State Estimation...
JPJ1439 On False Data-Injection Attacks against Power System State Estimation...JPJ1439 On False Data-Injection Attacks against Power System State Estimation...
JPJ1439 On False Data-Injection Attacks against Power System State Estimation...chennaijp
 
A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques
A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques
A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques IJERA Editor
 
Kb2417221726
Kb2417221726Kb2417221726
Kb2417221726IJERA Editor
 
Secure intrusion detection and countermeasure selection in virtual system usi...
Secure intrusion detection and countermeasure selection in virtual system usi...Secure intrusion detection and countermeasure selection in virtual system usi...
Secure intrusion detection and countermeasure selection in virtual system usi...eSAT Publishing House
 
Certified Ethical Hacking
Certified Ethical HackingCertified Ethical Hacking
Certified Ethical HackingJennifer Wood
 
On false data injection attacks against power system
On false data injection attacks against power systemOn false data injection attacks against power system
On false data injection attacks against power systemShakas Technologies
 
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...IEEEGLOBALSOFTSTUDENTPROJECTS
 
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...IEEEGLOBALSOFTSTUDENTSPROJECTS
 

Ähnlich wie rre a game-theoretic intrusion response and recovery engine (20)

2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
 
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT Rre a-game-theoretic-intrusion-re...
 
NSAS: NETWORK SECURITY AWARENESS SYSTEM
NSAS: NETWORK SECURITY AWARENESS SYSTEMNSAS: NETWORK SECURITY AWARENESS SYSTEM
NSAS: NETWORK SECURITY AWARENESS SYSTEM
 
on false data-injection attacks against power system state estimation modelin...
on false data-injection attacks against power system state estimation modelin...on false data-injection attacks against power system state estimation modelin...
on false data-injection attacks against power system state estimation modelin...
 
A Review Of Network Security Metrics
A Review Of Network Security MetricsA Review Of Network Security Metrics
A Review Of Network Security Metrics
 
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREHARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
 
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREHARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
 
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWAREHARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
HARDWARE SECURITY IN CASE OF SCAN-BASED ATTACK ON CRYPTO-HARDWARE
 
06558266
0655826606558266
06558266
 
Replay of Malicious Traffic in Network Testbeds
Replay of Malicious Traffic in Network TestbedsReplay of Malicious Traffic in Network Testbeds
Replay of Malicious Traffic in Network Testbeds
 
JPJ1439 On False Data-Injection Attacks against Power System State Estimation...
JPJ1439 On False Data-Injection Attacks against Power System State Estimation...JPJ1439 On False Data-Injection Attacks against Power System State Estimation...
JPJ1439 On False Data-Injection Attacks against Power System State Estimation...
 
A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques
A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques
A Survey on Hidden Markov Model (HMM) Based Intention Prediction Techniques
 
Kb2417221726
Kb2417221726Kb2417221726
Kb2417221726
 
Secure intrusion detection and countermeasure selection in virtual system usi...
Secure intrusion detection and countermeasure selection in virtual system usi...Secure intrusion detection and countermeasure selection in virtual system usi...
Secure intrusion detection and countermeasure selection in virtual system usi...
 
Certified Ethical Hacking
Certified Ethical HackingCertified Ethical Hacking
Certified Ethical Hacking
 
On false data injection attacks against power system
On false data injection attacks against power systemOn false data injection attacks against power system
On false data injection attacks against power system
 
1776 1779
1776 17791776 1779
1776 1779
 
1776 1779
1776 17791776 1779
1776 1779
 
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
 
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
 

Mehr von swathi78

secure mining of association rules in horizontally distributed databases
secure mining of association rules in horizontally distributed databasessecure mining of association rules in horizontally distributed databases
secure mining of association rules in horizontally distributed databasesswathi78
 
a system for denial-of-service attack detection based on multivariate correla...
a system for denial-of-service attack detection based on multivariate correla...a system for denial-of-service attack detection based on multivariate correla...
a system for denial-of-service attack detection based on multivariate correla...swathi78
 
web service recommendation via exploiting location and qo s information
web service recommendation via exploiting location and qo s informationweb service recommendation via exploiting location and qo s information
web service recommendation via exploiting location and qo s informationswathi78
 
privacy-enhanced web service composition
privacy-enhanced web service compositionprivacy-enhanced web service composition
privacy-enhanced web service compositionswathi78
 
optimal distributed malware defense in mobile networks with heterogeneous dev...
optimal distributed malware defense in mobile networks with heterogeneous dev...optimal distributed malware defense in mobile networks with heterogeneous dev...
optimal distributed malware defense in mobile networks with heterogeneous dev...swathi78
 
friend book a semantic-based friend recommendation system for social networks
friend book a semantic-based friend recommendation system for social networksfriend book a semantic-based friend recommendation system for social networks
friend book a semantic-based friend recommendation system for social networksswathi78
 
efficient authentication for mobile and pervasive computing
efficient authentication for mobile and pervasive computingefficient authentication for mobile and pervasive computing
efficient authentication for mobile and pervasive computingswathi78
 
cooperative caching for efficient data access in disruption tolerant networks
cooperative caching for efficient data access in disruption tolerant networkscooperative caching for efficient data access in disruption tolerant networks
cooperative caching for efficient data access in disruption tolerant networksswathi78
 
an incentive framework for cellular traffic offloading
an incentive framework for cellular traffic offloadingan incentive framework for cellular traffic offloading
an incentive framework for cellular traffic offloadingswathi78
 
secure outsourced attribute-based signatures
secure outsourced attribute-based signaturessecure outsourced attribute-based signatures
secure outsourced attribute-based signaturesswathi78
 
traffic pattern-based content leakage detection for trusted content delivery ...
traffic pattern-based content leakage detection for trusted content delivery ...traffic pattern-based content leakage detection for trusted content delivery ...
traffic pattern-based content leakage detection for trusted content delivery ...swathi78
 
the design and evaluation of an information sharing system for human networks
the design and evaluation of an information sharing system for human networksthe design and evaluation of an information sharing system for human networks
the design and evaluation of an information sharing system for human networksswathi78
 
the client assignment problem for continuous distributed interactive applicat...
the client assignment problem for continuous distributed interactive applicat...the client assignment problem for continuous distributed interactive applicat...
the client assignment problem for continuous distributed interactive applicat...swathi78
 
sos a distributed mobile q&a system based on social networks
sos a distributed mobile q&a system based on social networkssos a distributed mobile q&a system based on social networks
sos a distributed mobile q&a system based on social networksswathi78
 
securing broker-less publish subscribe systems using identity-based encryption
securing broker-less publish subscribe systems using identity-based encryptionsecuring broker-less publish subscribe systems using identity-based encryption
securing broker-less publish subscribe systems using identity-based encryptionswathi78
 
loca ward a security and privacy aware location-based rewarding system
loca ward a security and privacy aware location-based rewarding systemloca ward a security and privacy aware location-based rewarding system
loca ward a security and privacy aware location-based rewarding systemswathi78
 
exploiting service similarity for privacy in location-based search queries
exploiting service similarity for privacy in location-based search queriesexploiting service similarity for privacy in location-based search queries
exploiting service similarity for privacy in location-based search queriesswathi78
 
enabling trustworthy service evaluation in service-oriented mobile social net...
enabling trustworthy service evaluation in service-oriented mobile social net...enabling trustworthy service evaluation in service-oriented mobile social net...
enabling trustworthy service evaluation in service-oriented mobile social net...swathi78
 
secure data retrieval for decentralized disruption-tolerant military networks
secure data retrieval for decentralized disruption-tolerant military networkssecure data retrieval for decentralized disruption-tolerant military networks
secure data retrieval for decentralized disruption-tolerant military networksswathi78
 
boundary cutting for packet classification
boundary cutting for packet classificationboundary cutting for packet classification
boundary cutting for packet classificationswathi78
 

Mehr von swathi78 (20)

secure mining of association rules in horizontally distributed databases
secure mining of association rules in horizontally distributed databasessecure mining of association rules in horizontally distributed databases
secure mining of association rules in horizontally distributed databases
 
a system for denial-of-service attack detection based on multivariate correla...
a system for denial-of-service attack detection based on multivariate correla...a system for denial-of-service attack detection based on multivariate correla...
a system for denial-of-service attack detection based on multivariate correla...
 
web service recommendation via exploiting location and qo s information
web service recommendation via exploiting location and qo s informationweb service recommendation via exploiting location and qo s information
web service recommendation via exploiting location and qo s information
 
privacy-enhanced web service composition
privacy-enhanced web service compositionprivacy-enhanced web service composition
privacy-enhanced web service composition
 
optimal distributed malware defense in mobile networks with heterogeneous dev...
optimal distributed malware defense in mobile networks with heterogeneous dev...optimal distributed malware defense in mobile networks with heterogeneous dev...
optimal distributed malware defense in mobile networks with heterogeneous dev...
 
friend book a semantic-based friend recommendation system for social networks
friend book a semantic-based friend recommendation system for social networksfriend book a semantic-based friend recommendation system for social networks
friend book a semantic-based friend recommendation system for social networks
 
efficient authentication for mobile and pervasive computing
efficient authentication for mobile and pervasive computingefficient authentication for mobile and pervasive computing
efficient authentication for mobile and pervasive computing
 
cooperative caching for efficient data access in disruption tolerant networks
cooperative caching for efficient data access in disruption tolerant networkscooperative caching for efficient data access in disruption tolerant networks
cooperative caching for efficient data access in disruption tolerant networks
 
an incentive framework for cellular traffic offloading
an incentive framework for cellular traffic offloadingan incentive framework for cellular traffic offloading
an incentive framework for cellular traffic offloading
 
secure outsourced attribute-based signatures
secure outsourced attribute-based signaturessecure outsourced attribute-based signatures
secure outsourced attribute-based signatures
 
traffic pattern-based content leakage detection for trusted content delivery ...
traffic pattern-based content leakage detection for trusted content delivery ...traffic pattern-based content leakage detection for trusted content delivery ...
traffic pattern-based content leakage detection for trusted content delivery ...
 
the design and evaluation of an information sharing system for human networks
the design and evaluation of an information sharing system for human networksthe design and evaluation of an information sharing system for human networks
the design and evaluation of an information sharing system for human networks
 
the client assignment problem for continuous distributed interactive applicat...
the client assignment problem for continuous distributed interactive applicat...the client assignment problem for continuous distributed interactive applicat...
the client assignment problem for continuous distributed interactive applicat...
 
sos a distributed mobile q&a system based on social networks
sos a distributed mobile q&a system based on social networkssos a distributed mobile q&a system based on social networks
sos a distributed mobile q&a system based on social networks
 
securing broker-less publish subscribe systems using identity-based encryption
securing broker-less publish subscribe systems using identity-based encryptionsecuring broker-less publish subscribe systems using identity-based encryption
securing broker-less publish subscribe systems using identity-based encryption
 
loca ward a security and privacy aware location-based rewarding system
loca ward a security and privacy aware location-based rewarding systemloca ward a security and privacy aware location-based rewarding system
loca ward a security and privacy aware location-based rewarding system
 
exploiting service similarity for privacy in location-based search queries
exploiting service similarity for privacy in location-based search queriesexploiting service similarity for privacy in location-based search queries
exploiting service similarity for privacy in location-based search queries
 
enabling trustworthy service evaluation in service-oriented mobile social net...
enabling trustworthy service evaluation in service-oriented mobile social net...enabling trustworthy service evaluation in service-oriented mobile social net...
enabling trustworthy service evaluation in service-oriented mobile social net...
 
secure data retrieval for decentralized disruption-tolerant military networks
secure data retrieval for decentralized disruption-tolerant military networkssecure data retrieval for decentralized disruption-tolerant military networks
secure data retrieval for decentralized disruption-tolerant military networks
 
boundary cutting for packet classification
boundary cutting for packet classificationboundary cutting for packet classification
boundary cutting for packet classification
 

KĂŒrzlich hochgeladen

Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxKartikeyaDwivedi3
 
TechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor Catchers
TechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor CatchersTechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor Catchers
TechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor Catcherssdickerson1
 
Internet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptxInternet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptxVelmuruganTECE
 
Solving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptSolving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptJasonTagapanGulla
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvLewisJB
 
Steel Structures - Building technology.pptx
Steel Structures - Building technology.pptxSteel Structures - Building technology.pptx
Steel Structures - Building technology.pptxNikhil Raut
 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptSAURABHKUMAR892774
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...asadnawaz62
 
home automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasadhome automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasadaditya806802
 
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call GirlsCall Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girlsssuser7cb4ff
 
Mine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptxMine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptxRomil Mishra
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxk795866
 
Gurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort service
Gurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort serviceGurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort service
Gurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
The SRE Report 2024 - Great Findings for the teams
The SRE Report 2024 - Great Findings for the teamsThe SRE Report 2024 - Great Findings for the teams
The SRE Report 2024 - Great Findings for the teamsDILIPKUMARMONDAL6
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
System Simulation and Modelling with types and Event Scheduling
System Simulation and Modelling with types and Event SchedulingSystem Simulation and Modelling with types and Event Scheduling
System Simulation and Modelling with types and Event SchedulingBootNeck1
 
Industrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.pptIndustrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.pptNarmatha D
 
Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...121011101441
 

KĂŒrzlich hochgeladen (20)

Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptx
 
TechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor Catchers
TechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor CatchersTechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor Catchers
TechTACÂź CFD Report Summary: A Comparison of Two Types of Tubing Anchor Catchers
 
Internet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptxInternet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptx
 
Solving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptSolving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.ppt
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvv
 
Steel Structures - Building technology.pptx
Steel Structures - Building technology.pptxSteel Structures - Building technology.pptx
Steel Structures - Building technology.pptx
 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.ppt
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
 
home automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasadhome automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasad
 
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call GirlsCall Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girls
 
Mine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptxMine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptx
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
 
Gurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort service
Gurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort serviceGurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort service
Gurgaon âœĄïž9711147426✹Call In girls Gurgaon Sector 51 escort service
 
The SRE Report 2024 - Great Findings for the teams
The SRE Report 2024 - Great Findings for the teamsThe SRE Report 2024 - Great Findings for the teams
The SRE Report 2024 - Great Findings for the teams
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
System Simulation and Modelling with types and Event Scheduling
System Simulation and Modelling with types and Event SchedulingSystem Simulation and Modelling with types and Event Scheduling
System Simulation and Modelling with types and Event Scheduling
 
Industrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.pptIndustrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.ppt
 
Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...
 

rre a game-theoretic intrusion response and recovery engine

  • 1. RRE A Game-Theoretic Intrusion Response and Recovery Engine RRE A Game-Theoretic Intrusion Response and Recovery Engine Preserving the availability and integrity of networked computing systems in the face of fast-spreading intrusions requires advances not only in detection algorithms, but also in automated response techniques. In this paper, we propose a new approach to automated response called the response and recovery engine (RRE). Our engine employs a game-theoretic response strategy against adversaries modeled as opponents in a two-player Stackelberg stochastic game. The RRE applies attack-response trees (ART) to analyze undesired system- level security events within host computers and their countermeasures using Boolean logic to combine lower level attack consequences. In addition, the RRE accounts for uncertainties in intrusion detection alert notifications. The RRE then chooses optimal response actions by solving a partially observable competitive Markov decision process that is automatically derived from attack-response trees. To support network- level multiobjective response selection and consider possibly conflicting network security properties, we employ fuzzy logic theory to calculate the network- level security metric values, i.e., security levels of the system’s current and potentially future states in each stage of the game. In particular, inputs to the network- level game-theoretic response selection engine, are first fed into the fuzzy system that is in charge of a nonlinear inference and quantitative ranking of the possible actions using its previously defined fuzzy rule set. Consequently, the optimal network-level response actions are chosen through a game-theoretic optimization process. Experimental results show that the RRE, using Snort’s alerts, can protect large networks for which attack-response trees have more than 500 nodes. The severity and number of intrusions on computer networks are rapidly increasing. Generally, incident-handling techniques are categorized into three broad classes. First, there are intrusion prevention methods that take actions to prevent occurrence of attacks, for example, network flow encryption to prevent man- in-the-middle attacks. Second, there are intrusion detection systems (IDSes), such as Snort, which try to detect inappropriate, incorrect, or anomalous network Contact: 9703109334, 9533694296 ABSTRACT: EXISTING SYSTEM: Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
  • 2. RRE A Game-Theoretic Intrusion Response and Recovery Engine activities, for example, perceiving CrashIIS attacks by detecting malformed packet payloads. Finally, There are intrusion response techniques that take responsive act ions based on received IDS alerts to stop attacks before they can cause significant damage and to ensure safety of the computing environment. So far, most research has focused on improving techniques for intrusion prevention and detection, while intrusion response usually remains a manual process performed by network administrators who are notified by IDS alerts and respond to the intrusions. This manual response process inevitably introduces some delay between notification and response,. DISADVANTAGES OF EXISTING SYSTEM:  Which could be easily exploited by the attacker to achieve his or her goal and significantly increase the damage.  To reduce the severity of attack damage resulting from delayed response, an automated intrusion response is required that provides instantaneous response to intrusion. In this paper, we present an automated cost-sensitive intrusion response system called the response and recovery engine (RRE) that models the security battle between itself and the attacker as a multistep, sequential, hierarchical, non zero sum, two-player stochastic game. In each step of the game, RRE leverages a new extended attack tree structure, called the attack-response tree (ART), and received IDS alerts to evaluate various security properties of the individual host systems within the network. ARTs provide a formal way to describe host system security based on possible intrusion and response scenarios for the attacker and response engine, respectively. More importantly, ARTs enable RRE to consider inherent uncertainties in alerts received from IDSes (i.e., false positive and false negative rates), when estimating the syste m’s security and deciding on response actions. Then, the RRE automatically converts the attack-response trees into partially observable competitive Markov decision processes that are solved to find the optimal response action against the attacker, in the sense that the maximum discounted accumulative damage that the attacker can cause later in the game is minimized. Contact: 9703109334, 9533694296 PROPOSED SYSTEM: Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
  • 3. RRE A Game-Theoretic Intrusion Response and Recovery Engine Contact: 9703109334, 9533694296 Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
  • 4. RRE A Game-Theoretic Intrusion Response and Recovery Engine ADVANTAGES OF PROPOSED SYSTEM:  Improves its scalability for large-scale computer networks, in which RRE is supposed to protect a large number of host computers against malicious attackers.  Finally, separation of high- and low- level security issues significantly simplifies the accurate design of response engines. SYSTEM ARCHITECTURE: Contact: 9703109334, 9533694296 Email id: academicliveprojects@gmail.com, www.logicsystems.org.in
  • 5. RRE A Game-Theoretic Intrusion Response and Recovery Engine SYSTEM REQUIREMENTS: HARDWARE REQUIREMENTS:  System : Pentium IV 2.4 GHz.  Hard Disk : 40 GB.  Floppy Drive : 1.44 Mb.  Monitor : 15 VGA Colour.  Mouse : Logitech.  Ram : 512 Mb. SOFTWARE REQUIREMENTS:  Operating system : Windows XP/7.  Coding Language : JAVA/J2EE  IDE : Netbeans 7.4  Database : MYSQL Saman A. Zonouz, Himanshu Khurana, William H. Sanders, and Timothy M. Yardley “RRE: A Game-Theoretic Intrusion Response and Recovery Engine” IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, VOL. 25, NO. 2, FEBRUARY 2014 Contact: 9703109334, 9533694296 REFERENCE: Email id: academicliveprojects@gmail.com, www.logicsystems.org.in