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Updated: Jan 14, 2026

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Navigating Cognitive Maps: Statistical Analysis of 3D Path Data in Minecraft.

Jizhi Zhang1, Alessandra Shuster1, Allison B Morehouse1

  • 1https://ror.org/04gyf1771University of California Irvine, USA.

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Summary
This summary is machine-generated.

Participants exploring moderately in Minecraft showed better memory for object locations. Inefficient navigation strategies correlated with poorer spatial memory and navigation skills, highlighting effective new analysis methods.

Keywords:
Dijkstra’s algorithmfunctional data analysisfunctional regressionspatial memoryspatial navigation

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Area of Science:

  • Cognitive Science
  • Neuroscience
  • Human-Computer Interaction

Background:

  • Spatial navigation and memory are crucial for human adaptation.
  • Understanding these processes aids in designing better learning and interaction environments.
  • Virtual environments offer controlled settings for studying navigation and memory.

Purpose of the Study:

  • To develop a novel methodology for analyzing 3D movement data in virtual environments.
  • To investigate the relationship between navigation strategies and spatial memory formation.
  • To identify patterns in navigation behavior linked to cognitive map development.

Main Methods:

  • Utilized the Minecraft Memory and Navigation Task for data collection.
  • Developed a new statistical method to convert high-dimensional 3D path data into functional representations.
  • Applied functional clustering and regression analyses to identify navigation patterns and their cognitive correlates.

Main Results:

  • Moderately exploratory navigation behaviors during training led to superior object location retention.
  • Inefficient navigation strategies were significantly associated with diminished spatial memory and navigation performance.
  • The novel methodology enabled standardized analysis of complex 3D movement data.

Conclusions:

  • The developed methodology effectively analyzes navigation behaviors in dynamic 3D environments.
  • Navigation strategy significantly impacts spatial memory and learning outcomes.
  • Findings offer insights into cognitive map development and memory retention through navigation.