Multi-label search platform for open educational resources based on purposes learning

Julio Vera-Sancho; Gustavo Suero-Soto; Lushianna Tejada; Sonia Castro-Cuba-Sayco; Klinge Orlando Villalba Condori

Multi-label search platform for open educational resources based on purposes learning

Julio Vera-Sancho, Gustavo Suero-Soto, Lushianna Tejada, Sonia Castro-Cuba-Sayco, Klinge Orlando Villalba Condori

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Open Educational Resources (OER) repositories stores a large amount and variety of data from multiple sources, and these presents relevant information to the educational learning process; but nowadays, thinking computing takes great importance, and that's why a search system of specialized educational resources in this area is of great need. This work presents the use of Data Mining in OER repositories, for the construction of a multi-label search platform. The process of extracting information is based on Web Scraping techniques, and the use of a multi-label classifier based on Multi Layer Perceptron. This work contributes to a search of OERs based on purposes learning, using as a case study the area of thinking computing.

Original language	English
Title of host publication	ICCE 2019 - 27th International Conference on Computers in Education, Proceedings
Editors	Maiga Chang, Hyo-Jeong So, Lung-Hsiang Wong, Ju-Ling Shih, Fu-Yun Yu, Michelle P. Banawan, Ben Chang, Weiqin Chen, Andrei D. Coronel, Swapna Gottipati, H. Ulrich Hoppe, Morris S.Y. Jong, Calvin Liao, Jon Mason, Fan Ouyang, Patcharin Panjaburee, Ma. Mercedes T. Rodrigo, Yanjie Song, Niwat Srisawasdi, Ahmed Tlili, Chengjiu Yin
Publisher	Asia-Pacific Society for Computers in Education
Pages	734-743
Number of pages	10
ISBN (Electronic)	9789869721448
State	Published - 19 Nov 2019
Externally published	Yes
Event	27th International Conference on Computers in Education, ICCE 2019 - Kenting, Taiwan, Province of China Duration: 2 Dec 2019 → 6 Dec 2019

Publication series

Name	ICCE 2019 - 27th International Conference on Computers in Education, Proceedings
Volume	2

Conference

Conference	27th International Conference on Computers in Education, ICCE 2019
Country/Territory	Taiwan, Province of China
City	Kenting
Period	2/12/19 → 6/12/19

Bibliographical note

Publisher Copyright:
© ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. All rights reserved.

Keywords

Classification
Neural networks
Resources educational resources
Scraping

Cite this

Vera-Sancho, J., Suero-Soto, G., Tejada, L., Castro-Cuba-Sayco, S., & Villalba Condori, K. O. (2019). Multi-label search platform for open educational resources based on purposes learning. In M. Chang, H-J. So, L-H. Wong, J-L. Shih, F-Y. Yu, M. P. Banawan, B. Chang, W. Chen, A. D. Coronel, S. Gottipati, H. U. Hoppe, M. S. Y. Jong, C. Liao, J. Mason, F. Ouyang, P. Panjaburee, M. M. T. Rodrigo, Y. Song, N. Srisawasdi, A. Tlili, ... C. Yin (Eds.), ICCE 2019 - 27th International Conference on Computers in Education, Proceedings (pp. 734-743). (ICCE 2019 - 27th International Conference on Computers in Education, Proceedings; Vol. 2). Asia-Pacific Society for Computers in Education.

Vera-Sancho, Julio ; Suero-Soto, Gustavo ; Tejada, Lushianna et al. / Multi-label search platform for open educational resources based on purposes learning. ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. editor / Maiga Chang ; Hyo-Jeong So ; Lung-Hsiang Wong ; Ju-Ling Shih ; Fu-Yun Yu ; Michelle P. Banawan ; Ben Chang ; Weiqin Chen ; Andrei D. Coronel ; Swapna Gottipati ; H. Ulrich Hoppe ; Morris S.Y. Jong ; Calvin Liao ; Jon Mason ; Fan Ouyang ; Patcharin Panjaburee ; Ma. Mercedes T. Rodrigo ; Yanjie Song ; Niwat Srisawasdi ; Ahmed Tlili ; Chengjiu Yin. Asia-Pacific Society for Computers in Education, 2019. pp. 734-743 (ICCE 2019 - 27th International Conference on Computers in Education, Proceedings).

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title = "Multi-label search platform for open educational resources based on purposes learning",

abstract = "Open Educational Resources (OER) repositories stores a large amount and variety of data from multiple sources, and these presents relevant information to the educational learning process; but nowadays, thinking computing takes great importance, and that's why a search system of specialized educational resources in this area is of great need. This work presents the use of Data Mining in OER repositories, for the construction of a multi-label search platform. The process of extracting information is based on Web Scraping techniques, and the use of a multi-label classifier based on Multi Layer Perceptron. This work contributes to a search of OERs based on purposes learning, using as a case study the area of thinking computing.",

keywords = "Classification, Neural networks, Resources educational resources, Scraping",

author = "Julio Vera-Sancho and Gustavo Suero-Soto and Lushianna Tejada and Sonia Castro-Cuba-Sayco and {Villalba Condori}, {Klinge Orlando}",

note = "Publisher Copyright: {\textcopyright} ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. All rights reserved.; null ; Conference date: 02-12-2019 Through 06-12-2019",

year = "2019",

month = nov,

day = "19",

language = "Ingl{\'e}s",

series = "ICCE 2019 - 27th International Conference on Computers in Education, Proceedings",

publisher = "Asia-Pacific Society for Computers in Education",

pages = "734--743",

editor = "Maiga Chang and Hyo-Jeong So and Lung-Hsiang Wong and Ju-Ling Shih and Fu-Yun Yu and Banawan, {Michelle P.} and Ben Chang and Weiqin Chen and Coronel, {Andrei D.} and Swapna Gottipati and Hoppe, {H. Ulrich} and Jong, {Morris S.Y.} and Calvin Liao and Jon Mason and Fan Ouyang and Patcharin Panjaburee and Rodrigo, {Ma. Mercedes T.} and Yanjie Song and Niwat Srisawasdi and Ahmed Tlili and Chengjiu Yin",

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Vera-Sancho, J, Suero-Soto, G, Tejada, L, Castro-Cuba-Sayco, S & Villalba Condori, KO 2019, Multi-label search platform for open educational resources based on purposes learning. in M Chang, H-J So, L-H Wong, J-L Shih, F-Y Yu, MP Banawan, B Chang, W Chen, AD Coronel, S Gottipati, HU Hoppe, MSY Jong, C Liao, J Mason, F Ouyang, P Panjaburee, MMT Rodrigo, Y Song, N Srisawasdi, A Tlili & C Yin (eds), ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. ICCE 2019 - 27th International Conference on Computers in Education, Proceedings, vol. 2, Asia-Pacific Society for Computers in Education, pp. 734-743, 27th International Conference on Computers in Education, ICCE 2019, Kenting, Taiwan, Province of China, 2/12/19.

Multi-label search platform for open educational resources based on purposes learning. / Vera-Sancho, Julio; Suero-Soto, Gustavo; Tejada, Lushianna et al.

ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. ed. / Maiga Chang; Hyo-Jeong So; Lung-Hsiang Wong; Ju-Ling Shih; Fu-Yun Yu; Michelle P. Banawan; Ben Chang; Weiqin Chen; Andrei D. Coronel; Swapna Gottipati; H. Ulrich Hoppe; Morris S.Y. Jong; Calvin Liao; Jon Mason; Fan Ouyang; Patcharin Panjaburee; Ma. Mercedes T. Rodrigo; Yanjie Song; Niwat Srisawasdi; Ahmed Tlili; Chengjiu Yin. Asia-Pacific Society for Computers in Education, 2019. p. 734-743 (ICCE 2019 - 27th International Conference on Computers in Education, Proceedings; Vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Multi-label search platform for open educational resources based on purposes learning

AU - Vera-Sancho, Julio

AU - Suero-Soto, Gustavo

AU - Tejada, Lushianna

AU - Castro-Cuba-Sayco, Sonia

AU - Villalba Condori, Klinge Orlando

PY - 2019/11/19

Y1 - 2019/11/19

N2 - Open Educational Resources (OER) repositories stores a large amount and variety of data from multiple sources, and these presents relevant information to the educational learning process; but nowadays, thinking computing takes great importance, and that's why a search system of specialized educational resources in this area is of great need. This work presents the use of Data Mining in OER repositories, for the construction of a multi-label search platform. The process of extracting information is based on Web Scraping techniques, and the use of a multi-label classifier based on Multi Layer Perceptron. This work contributes to a search of OERs based on purposes learning, using as a case study the area of thinking computing.

AB - Open Educational Resources (OER) repositories stores a large amount and variety of data from multiple sources, and these presents relevant information to the educational learning process; but nowadays, thinking computing takes great importance, and that's why a search system of specialized educational resources in this area is of great need. This work presents the use of Data Mining in OER repositories, for the construction of a multi-label search platform. The process of extracting information is based on Web Scraping techniques, and the use of a multi-label classifier based on Multi Layer Perceptron. This work contributes to a search of OERs based on purposes learning, using as a case study the area of thinking computing.

KW - Classification

KW - Neural networks

KW - Resources educational resources

KW - Scraping

UR - http://www.scopus.com/inward/record.url?scp=85077715856&partnerID=8YFLogxK

M3 - Contribución a la conferencia

AN - SCOPUS:85077715856

T3 - ICCE 2019 - 27th International Conference on Computers in Education, Proceedings

SP - 734

EP - 743

BT - ICCE 2019 - 27th International Conference on Computers in Education, Proceedings

A2 - Chang, Maiga

A2 - So, Hyo-Jeong

A2 - Wong, Lung-Hsiang

A2 - Shih, Ju-Ling

A2 - Yu, Fu-Yun

A2 - Banawan, Michelle P.

A2 - Chang, Ben

A2 - Chen, Weiqin

A2 - Coronel, Andrei D.

A2 - Gottipati, Swapna

A2 - Hoppe, H. Ulrich

A2 - Jong, Morris S.Y.

A2 - Liao, Calvin

A2 - Mason, Jon

A2 - Ouyang, Fan

A2 - Panjaburee, Patcharin

A2 - Rodrigo, Ma. Mercedes T.

A2 - Song, Yanjie

A2 - Srisawasdi, Niwat

A2 - Tlili, Ahmed

A2 - Yin, Chengjiu

PB - Asia-Pacific Society for Computers in Education

Y2 - 2 December 2019 through 6 December 2019

ER -

Vera-Sancho J, Suero-Soto G, Tejada L, Castro-Cuba-Sayco S, Villalba Condori KO. Multi-label search platform for open educational resources based on purposes learning. In Chang M, So H-J, Wong L-H, Shih J-L, Yu F-Y, Banawan MP, Chang B, Chen W, Coronel AD, Gottipati S, Hoppe HU, Jong MSY, Liao C, Mason J, Ouyang F, Panjaburee P, Rodrigo MMT, Song Y, Srisawasdi N, Tlili A, Yin C, editors, ICCE 2019 - 27th International Conference on Computers in Education, Proceedings. Asia-Pacific Society for Computers in Education. 2019. p. 734-743. (ICCE 2019 - 27th International Conference on Computers in Education, Proceedings).

Multi-label search platform for open educational resources based on purposes learning

Abstract

Publication series

Conference

Bibliographical note

Keywords

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