@inproceedings{40434b5c2fe9438794fa32bb503069b8,
title = "ConceptCombo: Assisting Online Video Access with Concept Mapping and Social Commenting Visualizations",
abstract = "As access to educational video resources has been enhanced through search tools, recommender systems, and social channeling, users often encounter challenges in integrating diverse videos systematically, particularly when they possess a limited understanding of the topics at hand (e.g., novice learners). To address this challenge, we present ConceptCombo, a video navigating interface facilitating user explorations of unstructured video collections with conceptual structures and themes of social comments extracted from videos and visualized by the system. To help novices identify a series of quality videos to watch, ConceptCombo aims to deliver a structured overview of the video collection by systematically extracting a concept map from the video content, coupled with automatic summarization of user comments across the videos, as a treemap visualization. With ConceptCombo, novice users may adopt a synergistic approach to video exploration, underpinned by the semantic structure of the video content, social comments, and additional video metadata.",
keywords = "datasets, gaze detection, neural networks, text tagging",
author = "Jingxian Liao and Mrinalini Singh and Hung, {Yi Ting} and Lin, {Wen Chieh} and Wang, {Hao Chuan}",
note = "Publisher Copyright: {\textcopyright} 2023 Owner/Author.; 26th ACM Conference on Computer-Supported Cooperative Work and Social Computing, CSCW 2023 ; Conference date: 14-10-2023 Through 18-10-2023",
year = "2023",
month = oct,
day = "14",
doi = "10.1145/3584931.3607499",
language = "English",
series = "Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW",
publisher = "Association for Computing Machinery",
pages = "362--364",
editor = "Morgan Ames and Susan Fussell and Eric Gilbert and Vera Liao and Xiaojuan Ma and Xinru Page and Mark Rouncefield and Vivek Singh and Pamela Wisniewski",
booktitle = "CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing",
}