Towards a Virtual Reality-Based Educational System for Teaching Single-Layer Perceptron Concepts

We present a Virtual Reality (VR) educational system for teaching single-layer perceptron concepts, offering an immersive and interactive approach to enhance traditional learning methods. The VR platform gamifies neural network training by simulating a logical OR gate in a factory-inspired environment, aiming at bridging abstract theories with practical applications. In a user study with eight participants, the system received positive but also critical feedback for its interactivity and usability, achieving a System Usability Scale score of 64.69. As an initial study on teaching machine learning in VR, this work highlights VR's potential to enhance comprehension and engagement through experiences.

Authors

Institutions

Publication Details

Published
2025-03-08
DOI
https://doi.org/10.1109/vrw66409.2025.00354
Primary Topic
Simulation and Modeling Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Towards a Virtual Reality-Based Educational System for Teaching Single-Layer Perceptron Concepts

Forouzan Farzinnejad, Jens Grubert, Navid Khezrian
Simulation and Modeling Applications
article

Towards a Virtual Reality-Based Educational System for Teaching Single-Layer Perceptron Concepts

Forouzan Farzinnejad, Jens Grubert, Navid Khezrian
article en

Abstract

We present a Virtual Reality (VR) educational system for teaching single-layer perceptron concepts, offering an immersive and interactive approach to enhance traditional learning methods. The VR platform gamifies neural network training by simulating a logical OR gate in a factory-inspired environment, aiming at bridging abstract theories with practical applications. In a user study with eight participants, the system received positive but also critical feedback for its interactivity and usability, achieving a System Usability Scale score of 64.69. As an initial study on teaching machine learning in VR, this work highlights VR's potential to enhance comprehension and engagement through experiences.

Coburg University of Applied Sciences (DE)
Openalex Percentile: Top 91%
Simulation and Modeling Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.