Using page classification and association rule mining for personalized recommendation in distance learning

Daling Wang; Yubin Bao; Ge Yu; Guoren Wang

doi:10.1007/3-540-45689-9_30

Using page classification and association rule mining for personalized recommendation in distance learning

Daling Wang
, Yubin Bao
, Ge Yu
, Guoren Wang

Northeastern University China

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

9 Citations (Scopus)

Abstract

With the rapid development of Internet, distance learning applications over Internet become more and more popular. This paper introduces a personalized learning system for web-based distance learning and focus on the web usage mining techniques aimed at personalized recommendation service. First, this paper presents a web page classification method, which uses attribute-oriented induction method according to related domain knowledge shown by a concept hierarchy tree. Second, the paper presents an algorithm of mining association rules with one-support using Freq- Set-Tree. Third, based on their current access patterns, page classes at the home site, page integration from other sites, and the rules discovered in mining, recommendation pages are made and presented for the students.

Original language	English
Title of host publication	Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings
Editors	Joseph Fong, Chu Ting Cheung, Hong Va Leong, Qing Li
Publisher	Springer Verlag
Pages	363-374
Number of pages	12
ISBN (Electronic)	3540440410, 9783540440413
DOIs	https://doi.org/10.1007/3-540-45689-9_30
Publication status	Published - 2002
Externally published	Yes
Event	1st International Conference on Web-Based Learning, ICWL 2002 - Hong Kong, China Duration: 17 Aug 2002 → 19 Aug 2002

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	2436
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	1st International Conference on Web-Based Learning, ICWL 2002
Country/Territory	China
City	Hong Kong
Period	17/08/02 → 19/08/02

Access to Document

10.1007/3-540-45689-9_30

Cite this

Wang, D., Bao, Y., Yu, G., & Wang, G. (2002). Using page classification and association rule mining for personalized recommendation in distance learning. In J. Fong, C. T. Cheung, H. Va Leong, & Q. Li (Eds.), Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings (pp. 363-374). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2436). Springer Verlag. https://doi.org/10.1007/3-540-45689-9_30

Wang, Daling ; Bao, Yubin ; Yu, Ge et al. / Using page classification and association rule mining for personalized recommendation in distance learning. Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings. editor / Joseph Fong ; Chu Ting Cheung ; Hong Va Leong ; Qing Li. Springer Verlag, 2002. pp. 363-374 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{747b92b3d21a4f01a67237b883f97942,

title = "Using page classification and association rule mining for personalized recommendation in distance learning",

abstract = "With the rapid development of Internet, distance learning applications over Internet become more and more popular. This paper introduces a personalized learning system for web-based distance learning and focus on the web usage mining techniques aimed at personalized recommendation service. First, this paper presents a web page classification method, which uses attribute-oriented induction method according to related domain knowledge shown by a concept hierarchy tree. Second, the paper presents an algorithm of mining association rules with one-support using Freq- Set-Tree. Third, based on their current access patterns, page classes at the home site, page integration from other sites, and the rules discovered in mining, recommendation pages are made and presented for the students.",

author = "Daling Wang and Yubin Bao and Ge Yu and Guoren Wang",

note = "Publisher Copyright: {\textcopyright} Springer-Verlag Berlin Heidelberg 2002.; 1st International Conference on Web-Based Learning, ICWL 2002 ; Conference date: 17-08-2002 Through 19-08-2002",

year = "2002",

doi = "10.1007/3-540-45689-9\_30",

language = "English",

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

publisher = "Springer Verlag",

pages = "363--374",

editor = "Joseph Fong and Cheung, \{Chu Ting\} and \{Va Leong\}, Hong and Qing Li",

booktitle = "Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings",

address = "Germany",

}

Wang, D, Bao, Y, Yu, G & Wang, G 2002, Using page classification and association rule mining for personalized recommendation in distance learning. in J Fong, CT Cheung, H Va Leong & Q Li (eds), Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2436, Springer Verlag, pp. 363-374, 1st International Conference on Web-Based Learning, ICWL 2002, Hong Kong, China, 17/08/02. https://doi.org/10.1007/3-540-45689-9_30

Using page classification and association rule mining for personalized recommendation in distance learning. / Wang, Daling; Bao, Yubin; Yu, Ge et al.
Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings. ed. / Joseph Fong; Chu Ting Cheung; Hong Va Leong; Qing Li. Springer Verlag, 2002. p. 363-374 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2436).

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

TY - GEN

T1 - Using page classification and association rule mining for personalized recommendation in distance learning

AU - Wang, Daling

AU - Bao, Yubin

AU - Yu, Ge

AU - Wang, Guoren

N1 - Publisher Copyright: © Springer-Verlag Berlin Heidelberg 2002.

PY - 2002

Y1 - 2002

N2 - With the rapid development of Internet, distance learning applications over Internet become more and more popular. This paper introduces a personalized learning system for web-based distance learning and focus on the web usage mining techniques aimed at personalized recommendation service. First, this paper presents a web page classification method, which uses attribute-oriented induction method according to related domain knowledge shown by a concept hierarchy tree. Second, the paper presents an algorithm of mining association rules with one-support using Freq- Set-Tree. Third, based on their current access patterns, page classes at the home site, page integration from other sites, and the rules discovered in mining, recommendation pages are made and presented for the students.

AB - With the rapid development of Internet, distance learning applications over Internet become more and more popular. This paper introduces a personalized learning system for web-based distance learning and focus on the web usage mining techniques aimed at personalized recommendation service. First, this paper presents a web page classification method, which uses attribute-oriented induction method according to related domain knowledge shown by a concept hierarchy tree. Second, the paper presents an algorithm of mining association rules with one-support using Freq- Set-Tree. Third, based on their current access patterns, page classes at the home site, page integration from other sites, and the rules discovered in mining, recommendation pages are made and presented for the students.

UR - https://www.scopus.com/pages/publications/84937410534

U2 - 10.1007/3-540-45689-9_30

DO - 10.1007/3-540-45689-9_30

M3 - Conference contribution

AN - SCOPUS:84937410534

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

SP - 363

EP - 374

BT - Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings

A2 - Fong, Joseph

A2 - Cheung, Chu Ting

A2 - Va Leong, Hong

A2 - Li, Qing

PB - Springer Verlag

T2 - 1st International Conference on Web-Based Learning, ICWL 2002

Y2 - 17 August 2002 through 19 August 2002

ER -

Wang D, Bao Y, Yu G, Wang G. Using page classification and association rule mining for personalized recommendation in distance learning. In Fong J, Cheung CT, Va Leong H, Li Q, editors, Advances in Web-Based Learning - 1st International Conference, ICWL 2002, Proceedings. Springer Verlag. 2002. p. 363-374. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/3-540-45689-9_30

Using page classification and association rule mining for personalized recommendation in distance learning

Abstract

Publication series

Conference

Access to Document

Other files and links

Fingerprint

Cite this