Architecture of a concept-based information retrieval system for educational resources

被引:6
作者
Perez-Rodriguez, Roberto [1 ]
Anido-Rifon, Luis [1 ]
Gomez-Carballa, Miguel [1 ]
Mourino-Garcia, Marcos [1 ]
机构
[1] Univ Vigo, Dept Telemat Engn, Vigo, Pontevedra, Spain
关键词
Exploratory search; Information retrieval; Bag-of-concepts (BoC) representation; Software architecture;
D O I
10.1016/j.scico.2016.05.005
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Internet searches that occur in learning contexts are very different in nature from traditional "lookup" or "known item" searches: students usually perform searches to gather information about or master a certain topic, and the search engine is used as an aid in the exploration of a domain of knowledge. This paper presents SDE (Search Discover Explore), an exploratory search engine for educational resources that was built on top of the knowledge provided by Wikipedia: the set of its articles provides the search space (the set of topics that users can investigate), and the relationships between Wikipedia articles inform the suggestions that the search engine provides to students to go deeper in the exploration of a certain domain of knowledge. SDE indexes several hundreds of thousands of educational resources from high-quality Web sources, such as Project Gutenberg and Open Education Europe, among many others. This paper also reports the results of the evaluation of SDE by experts in Technology Enhanced Learning in several workshops that took place across Europe in the context of the European FP7 project iTEC. These results enable us to conclude that the exploratory search paradigm, making use of knowledge mined from Wikipedia, is a very promising approach for building information retrieval systems to be used in learning contexts. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:72 / 91
页数:20
相关论文
共 50 条
[21]   Design a batched information retrieval system based on a concept-lattice-like structure [J].
Huang, Ming ;
Lin, Jiajun ;
Peng, Yong ;
Xie, Xing .
KNOWLEDGE-BASED SYSTEMS, 2018, 150 :74-84
[22]   Text Information Retrieval Based on Concept Semantic Similarity [J].
Lv, Gang ;
Zheng, Cheng ;
Zhang, Li .
2009 FIFTH INTERNATIONAL CONFERENCE ON SEMANTICS, KNOWLEDGE AND GRID (SKG 2009), 2009, :356-+
[23]   Comparative analysis of information retrieval and analysis of open access tools from an educational concept [J].
Plasencia-Salgueiro, Armando ;
de los Milagros Ballagas-Flores, Barbara .
TRANSINFORMACAO, 2014, 26 (03) :315-326
[24]   An Information Retrieval Model Based On Automatically Learnt Concept Hierarchies [J].
Goyal, Pawan ;
Behera, Laxmidhar ;
McGinnity, T. M. .
2009 IEEE THIRD INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC 2009), 2009, :458-465
[25]   Exploiting concept clusters for content-based information retrieval [J].
Kang, BY ;
Kim, DW ;
Lee, SJ .
INFORMATION SCIENCES, 2005, 170 (2-4) :443-462
[26]   Concept Based Representations as Complement of Bag of Words in Information Retrieval [J].
Carrillo, Maya ;
Lopez-Lopez, Aurelio .
ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, 2010, 339 :154-161
[27]   An Information Retrieval System Based on Portable Device [J].
Yu, Xiaoqing ;
Wang, Wengen ;
Shi, Jianhua ;
Wang, Yunhui .
ADVANCES IN MANUFACTURING SCIENCE AND ENGINEERING, PTS 1-4, 2013, 712-715 :2706-2711
[28]   A graph-based information retrieval system [J].
Thammasut, Duangjai ;
Sornil, Ohm .
2006 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES,VOLS 1-3, 2006, :793-+
[29]   A Mongolian Information Retrieval System Based on Solr [J].
Ma, Lujia ;
Bao, Wei ;
Bao, Wugedele ;
Yuan, Wuriga ;
Huang, Tao ;
Zhao, XiaoBing .
PROCEEDINGS OF 2017 9TH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA), 2017, :335-338
[30]   WordNet Based Information Retrieval System for Assamese [J].
Barman, Anup Kumar ;
Sarmah, Jumi ;
Sarma, Shikhar Kr. .
UKSIM-AMSS 15TH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION (UKSIM 2013), 2013, :480-484