Ubiquitous learning analytics in the context of realworld language learning

Kousuke Mouri, Hiroaki Ogata, Noriko Uosaki

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

20 被引用数 (Scopus)

抄録

This paper describes a method of the visualization and analysis for mining useful learning logs from numerous learning experiences that learners have accumulated in the real world as the ubiquitous learning logs. Ubiquitous Learning Log (ULL) is defined as a digital record of what learners have learned in the daily life using ubiquitous technologies. It allows learners to log their learning experiences with photos, audios, videos, location, RFID tag and sensor data, and to share and reuse ULL with others. By constructing real-world corpora which comprise of accumulated ULLs with information such as what, when, where, and how learners have learned in the real world and by analyzing them, we can support learners to learn more effectively. The proposed system will predict their future learning opportunities including their learning patterns and trends by analyzing their past ULLs. The prediction is made possible both by network analysis based on ULL information such as learners, knowledge, place and time and by learners' self-analysis using time-map. By predicting what they tend to learn next in their learning paths, it provides them with more learning opportunities. Accumulated data are so big and the relationships among the data are so complicated that it is difficult to grasp how closely the ULLs are related each other. Therefore, this paper proposes a system to help learners to grasp relationships among learners, knowledge, place and time, using network graphs and network analysis.

本文言語英語
ホスト出版物のタイトルProceedings of the 5th International Conference on Learning Analytics and Knowledge, LAK 2015
出版社Association for Computing Machinery
ページ378-382
ページ数5
ISBN(電子版)9781450334174
DOI
出版ステータス出版済み - 3 16 2015
イベント5th International Conference on Learning Analytics and Knowledge, LAK 2015 - Poughkeepsie, 米国
継続期間: 3 16 20153 20 2015

出版物シリーズ

名前ACM International Conference Proceeding Series
16-20-March-2015

その他

その他5th International Conference on Learning Analytics and Knowledge, LAK 2015
国/地域米国
CityPoughkeepsie
Period3/16/153/20/15

All Science Journal Classification (ASJC) codes

  • ソフトウェア
  • 人間とコンピュータの相互作用
  • コンピュータ ビジョンおよびパターン認識
  • コンピュータ ネットワークおよび通信

フィンガープリント

「Ubiquitous learning analytics in the context of realworld language learning」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル