ELINVO (Electronics, Informatics, and Vocational Education)
Vol 8, No 1 (2023): Mei 2023

Breaking Down Computer Networking Instructional Videos: Automatic Summarization with Video Attributes and Language Models

Totok Sukardiyono (Department of Electronics and Informatics Engineering Education, Faculty of Engineering, Universitas Negeri Yogyakarta)
Muhammad Irfan Luthfi (Department Graduate Institute of Network Learning Technology, National Central University)
Nisa Dwi Septiyanti (Universitas Muhammadiyah Karanganyar)



Article Info

Publish Date
06 Jun 2023

Abstract

Instructional videos have become a popular tool for teaching complex topics in computer networking. However, these videos can often be lengthy and time-consuming, making it difficult for learners to obtain the key information they need. In this study, we propose an approach that leverages automatic summarization and language models to generate concise and informative summaries of instructional videos. To enhance the performance of the summarization algorithm, we also incorporate video attributes that provide contextual information about the video content. Using a dataset of computer networking tutorials, we evaluate the effectiveness of the proposed method and show that it significantly improves the quality of the video summaries generated. Our study highlights the potential of using language models in automatic summarization and suggests that incorporating video attributes can further enhance the performance of these models. These findings have important implications for the development of effective instructional videos in computer networking and can be extended to other domains as well.

Copyrights © 2023






Journal Info

Abbrev

elinvo

Publisher

Subject

Computer Science & IT Education Electrical & Electronics Engineering

Description

ELINVO (Electronics, Informatics and Vocational Education) is a peer-reviewed journal that publishes high-quality scientific articles in Indonesian language or English in the form of research results (the main priority) and or review studies in the field of electronics and informatics both in terms ...