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KeyRecs: A keystroke dynamics and typing pattern recognition dataset.

Tiago Dias1, João Vitorino1, Eva Maia1

  • 1Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development (GECAD), School of Engineering, Polytechnic of Porto (ISEP/IPP), 4249-015 Porto, Portugal.

Data in Brief
|September 4, 2023
PubMed
Summary
This summary is machine-generated.

This study introduces the KeyRecs dataset, featuring keystroke dynamics for continuous user authentication. This data enhances biometric systems for improved security and unauthorized access prevention.

Keywords:
Anomaly detectionBiometric authenticationMachine learningTyping behavior

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Area of Science:

  • Biometrics and Human-Computer Interaction
  • Cybersecurity and Authentication Technologies

Background:

  • Keystroke dynamics offer a passive and non-intrusive method for continuous user identity verification.
  • Intelligent authentication systems can benefit from analyzing typing patterns to enhance security.
  • Existing datasets may lack comprehensive typing behavior and demographic data for robust model training.

Purpose of the Study:

  • To introduce and describe the KeyRecs dataset, a novel resource for keystroke dynamics research.
  • To provide a dataset that supports the development of advanced biometric authentication systems.
  • To facilitate research in user recognition and unauthorized access prevention using typing behavior.

Main Methods:

  • Collected keystroke data (inter-key latencies) from 99 participants performing fixed-text and free-text typing exercises.
  • Recorded digraph latencies, measuring time between key press and release events.
  • Gathered demographic information including age, gender, handedness, and nationality for each participant.

Main Results:

  • The KeyRecs dataset comprises diverse typing samples and associated demographic data.
  • The data captures fine-grained temporal information of user interactions with a keyboard.
  • The dataset is suitable for training and evaluating machine learning models for user authentication.

Conclusions:

  • Keystroke dynamics, as captured in the KeyRecs dataset, are valuable for intelligent authentication.
  • The KeyRecs dataset can significantly improve the accuracy of authorized user recognition.
  • Leveraging this dataset aids in developing more effective biometric authentication software to prevent unauthorized access.