@inproceedings{11293f2ad2324b578a233cac093c9832,
title = "An automatic approach for discovering skill relationship from learning data",
abstract = "We have developed a method called skill2vec, which applies big data techniques to automatically analyze the learning data to discover skill relationship, leading to a more objective and datainformed decision making. Skill2vec is a neural network architecture which can transform a skill to a new vector space called embedding. The embedding can facilitate the comparison and visualization of different skills and their relationship. We conducted a pilot experiment using benchmark dataset to demonstrate the effectiveness of our method.",
keywords = "Data analytics, Deep learning, Embedding, Skill relationship",
author = "Wong, {Tak Lam} and Haoran Xie and Wang, {Fu Lee} and Poon, {Chung Keung} and Di Zou",
note = "Publisher Copyright: {\textcopyright} 2017 ACM.; 7th International Conference on Learning Analytics and Knowledge, LAK 2017 ; Conference date: 13-03-2017 Through 17-03-2017",
year = "2017",
month = mar,
day = "13",
doi = "10.1145/3027385.3029485",
language = "English",
series = "ACM International Conference Proceeding Series",
pages = "608--609",
booktitle = "LAK 2017 Conference Proceedings - 7th International Learning Analytics and Knowledge Conference",
}