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Research Experiment Design Sprint: Keystroke Biometric Intrusion Detection

Research Experiment Design Sprint: Keystroke Biometric Intrusion Detection. Ned Bakelman Advisor: Dr. Charles Tappert. Research Problem Statement. Using the keystroke biometric, how quickly and how accurately can we detect an intruder’s unauthorized use of another person’s computer?.

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Research Experiment Design Sprint: Keystroke Biometric Intrusion Detection

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  1. Research Experiment Design Sprint:Keystroke Biometric Intrusion Detection Ned Bakelman Advisor: Dr.Charles Tappert

  2. Research Problem Statement • Using the keystroke biometric, how quickly and how accurately can we detect an intruder’s unauthorized use of another person’s computer?

  3. Background • DARPA is funding work to monitor military and government computers to detect intrusions • Pace University has developed a sophisticated keystroke biometrics system for text input • 300 keystrokes good accuracy- time response tradeoff • The Pace Keystroke Biometric System (PKBS) was updated to handle completely free (application independent) keystroke samples

  4. Methodology • Monitor each computer and continuously authenticate the user through via keystroke input • Assume one authorized user per machine for simplicity • During this continuing authentication process we want to detect an intruder as someone other than the authorized user

  5. Intruder Scenario 1 • User Bob leaves his office for lunch with his computer running and unlocked • Intruder Trudy sits down at Bob’s desk and uses the computer while Bob is at lunch • Trudy is not being malicious, but just taking advantage of an available computer – using it to type documents, surf the web, check her Facebook account, etc. • However there is sensitive information that Trudy could come across, so detecting that an “innocent” intruder is working on Bob’s computer is important

  6. Intruder Scenario 2 • Bob goes on his lunch break and leaves his computer accessible (on and unlocked, or password available) • Intruder Trudy starts using Bob’s computer to do various malicious activities: • Send emails impersonating Bob • Logon to Expense Tracking-Reimbursement to enter fake claims • Logon on to CRM (Customer Relationship Management) system to obtain contact information on customers • Modify financial statement spreadsheets on Bob’s hard drive • This is a more serious intrusion than Scenario 1

  7. Research Experiment Design Sprint • Design experiments to investigate the problem statement re the two scenarios • Ideas • Keyboard-entered keystrokes are a time series • Simulate the time series keystroke data of the authentic user with inserted intruder data • Use the data to run experiments with PKBS to obtain performance results

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