Dynamic navigation for personalized learning activities based on gradual adaption recommendation model

Jian Chen; Haifeng Man; Neil Y. Yen; Qun Jin; Timothy K. Shih

doi:10.1007/978-3-642-17407-0_4

Dynamic navigation for personalized learning activities based on gradual adaption recommendation model

Jian Chen^*, Haifeng Man, Neil Y. Yen, Qun Jin, Timothy K. Shih

^*Corresponding author for this work

School of Human Sciences

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

7 Citations (Scopus)

Abstract

This study aims to provide learners with appropriate learning activities navigation based on a learning process recommendation system that gradually adapts to their needs. A learning activity consists of a series of purposeful learning actions with a specific sequence. In the system, user profile is generated from various learning related activities that are collected over different time spans. A dynamic user group is generated based on the similarity of user profiles which have had successful learning experience, and can be used to create a personalized navigation of learning activities for a target learner. In this paper, after introducing how to create a dynamic design of learning activities navigation, we focus on discussing the design and implementation issues of the prototype system for personalized learning support.

Original language	English
Title of host publication	Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings
Pages	31-40
Number of pages	10
DOIs	https://doi.org/10.1007/978-3-642-17407-0_4
Publication status	Published - 2010 Dec 1
Event	9th International Conference on Advances in Web-Based Learning, ICWL 2010 - Shanghai, China Duration: 2010 Dec 8 → 2010 Dec 10

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	6483 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	9th International Conference on Advances in Web-Based Learning, ICWL 2010
Country/Territory	China
City	Shanghai
Period	10/12/8 → 10/12/10

Keywords

Activity course model
Dynamic user group
Gradual adaption recommendation
Learning activities navigation
Personalized learning

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-642-17407-0_4

Cite this

Chen, J., Man, H., Yen, N. Y., Jin, Q., & Shih, T. K. (2010). Dynamic navigation for personalized learning activities based on gradual adaption recommendation model. In Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings (pp. 31-40). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6483 LNCS). https://doi.org/10.1007/978-3-642-17407-0_4

Dynamic navigation for personalized learning activities based on gradual adaption recommendation model. / Chen, Jian; Man, Haifeng; Yen, Neil Y. et al.

Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings. 2010. p. 31-40 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6483 LNCS).

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

Chen, J, Man, H, Yen, NY, Jin, Q & Shih, TK 2010, Dynamic navigation for personalized learning activities based on gradual adaption recommendation model. in Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 6483 LNCS, pp. 31-40, 9th International Conference on Advances in Web-Based Learning, ICWL 2010, Shanghai, China, 10/12/8. https://doi.org/10.1007/978-3-642-17407-0_4

Chen J, Man H, Yen NY, Jin Q, Shih TK. Dynamic navigation for personalized learning activities based on gradual adaption recommendation model. In Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings. 2010. p. 31-40. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-642-17407-0_4

Chen, Jian ; Man, Haifeng ; Yen, Neil Y. et al. / Dynamic navigation for personalized learning activities based on gradual adaption recommendation model. Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings. 2010. pp. 31-40 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{08cc1a1e51724b85932a6e19a0f2d640,

title = "Dynamic navigation for personalized learning activities based on gradual adaption recommendation model",

abstract = "This study aims to provide learners with appropriate learning activities navigation based on a learning process recommendation system that gradually adapts to their needs. A learning activity consists of a series of purposeful learning actions with a specific sequence. In the system, user profile is generated from various learning related activities that are collected over different time spans. A dynamic user group is generated based on the similarity of user profiles which have had successful learning experience, and can be used to create a personalized navigation of learning activities for a target learner. In this paper, after introducing how to create a dynamic design of learning activities navigation, we focus on discussing the design and implementation issues of the prototype system for personalized learning support.",

keywords = "Activity course model, Dynamic user group, Gradual adaption recommendation, Learning activities navigation, Personalized learning",

author = "Jian Chen and Haifeng Man and Yen, {Neil Y.} and Qun Jin and Shih, {Timothy K.}",

year = "2010",

month = dec,

day = "1",

doi = "10.1007/978-3-642-17407-0_4",

language = "English",

isbn = "364217406X",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

pages = "31--40",

booktitle = "Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings",

note = "9th International Conference on Advances in Web-Based Learning, ICWL 2010 ; Conference date: 08-12-2010 Through 10-12-2010",

}

TY - GEN

T1 - Dynamic navigation for personalized learning activities based on gradual adaption recommendation model

AU - Chen, Jian

AU - Man, Haifeng

AU - Yen, Neil Y.

AU - Jin, Qun

AU - Shih, Timothy K.

PY - 2010/12/1

Y1 - 2010/12/1

N2 - This study aims to provide learners with appropriate learning activities navigation based on a learning process recommendation system that gradually adapts to their needs. A learning activity consists of a series of purposeful learning actions with a specific sequence. In the system, user profile is generated from various learning related activities that are collected over different time spans. A dynamic user group is generated based on the similarity of user profiles which have had successful learning experience, and can be used to create a personalized navigation of learning activities for a target learner. In this paper, after introducing how to create a dynamic design of learning activities navigation, we focus on discussing the design and implementation issues of the prototype system for personalized learning support.

AB - This study aims to provide learners with appropriate learning activities navigation based on a learning process recommendation system that gradually adapts to their needs. A learning activity consists of a series of purposeful learning actions with a specific sequence. In the system, user profile is generated from various learning related activities that are collected over different time spans. A dynamic user group is generated based on the similarity of user profiles which have had successful learning experience, and can be used to create a personalized navigation of learning activities for a target learner. In this paper, after introducing how to create a dynamic design of learning activities navigation, we focus on discussing the design and implementation issues of the prototype system for personalized learning support.

KW - Activity course model

KW - Dynamic user group

KW - Gradual adaption recommendation

KW - Learning activities navigation

KW - Personalized learning

UR - http://www.scopus.com/inward/record.url?scp=79956296434&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=79956296434&partnerID=8YFLogxK

U2 - 10.1007/978-3-642-17407-0_4

DO - 10.1007/978-3-642-17407-0_4

M3 - Conference contribution

AN - SCOPUS:79956296434

SN - 364217406X

SN - 9783642174063

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 31

EP - 40

BT - Advances in Web-Based Learning, ICWL 2010 - 9th International Conference, Proceedings

T2 - 9th International Conference on Advances in Web-Based Learning, ICWL 2010

Y2 - 8 December 2010 through 10 December 2010

ER -

Dynamic navigation for personalized learning activities based on gradual adaption recommendation model

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this