The Enhancement and Application of Collaborative Filtering in e-Learning System

被引：0

作者：

Song, Bo ^{[1
]}

Gao, Jie ^{[1
]}

机构：

[1] Shenyang Normal Univ, Coll Software, Shenyang 110034, Liaoning Provin, Peoples R China

来源：

ADVANCES IN SWARM INTELLIGENCE, ICSI 2014, PT II | 2014年 / 8795卷

关键词：

Recommendation Algorithm; Cold Start; Collaborative Filtering; e-Learning;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Collaborative Filtering recommendation algorithm is one of the most popular approaches for determining recommendations at present and it can be used to solve Information Overload issue in e-Learning system. However the Cold Start problem is always one of the most critical issues that affect the performance of Collaborative Filtering recommender system. In this paper an enhanced composite recommendation algorithm based on content recommendation tags extracting and CF is proposed to make the CF recommender system work more effectively. The final experiment results show that the new enhanced recommendation algorithm has some advantages on accuracy compared with several existing solutions to the issue of Cold Start and make sure that it is a feasible and effective recommendation algorithm.

引用

页码：188 / 195

页数：8

共 50 条

[1] Community Collaborative Filtering for E-Learning
Hu, Jian
Zhang, Wei
ICCEE 2008: PROCEEDINGS OF THE 2008 INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING, 2008, : 593 - +
[2] E-Learning Course Recommender System Using Collaborative Filtering Models
Jena, Kalyan Kumar
Bhoi, Sourav Kumar
Malik, Tushar Kanta
Sahoo, Kshira Sagar
Jhanjhi, N. Z.
Bhatia, Sajal
Amsaad, Fathi
ELECTRONICS, 2023, 12 (01)
[3] Personalized Learning Recommendation System in E-learning Platforms Using Collaborative Filtering and Machine Learning
Alanya-Beltran, Joel
2024 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATION AND APPLIED INFORMATICS, ACCAI 2024, 2024,
[4] Fuzzy collaborative filtering for E-learning course recommendation
Tsai, Shue-Huei
Hwang, Chein-Shung
WMSCI 2006: 10TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL IV, PROCEEDINGS, 2006, : 133 - +
[5] Collaborative filtering adapted to recommender systems of e-learning
Bobadilla, J.
Serradilla, F.
Hernando, A.
KNOWLEDGE-BASED SYSTEMS, 2009, 22 (04) : 261 - 265
[6] Clustering collaborative filtering approach for Diftari E-Learning platform' recommendation system
Mawanel, Jamal
Naji, Abdelwahab
Ramdani, Mohammed
PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS: THEORIES AND APPLICATIONS (SITA'18), 2018,
[7] ACCESSIBILITY AND USABILITY OF A COLLABORATIVE E-LEARNING APPLICATION
Bozza, Andrea
Mesiti, Marco
Valtofina, Stefano
Dini, Silvia
Ribaudo, Marina
CSEDU 2010: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED EDUCATION, VOL 1, 2010, : 102 - 109
[8] Relational Distance-Based Collaborative Filtering for E-Learning
Zhang, Wei
PROCEEDINGS OF THE 2008 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 2, 2008, : 354 - 357
[9] An Emotional System for Effective and Collaborative e-Learning
Nitin, Kittanakere Lakshminarasimhamurthy
Rao, Lakshmisri Lakshmi Narayana
Sivaraman, Nirmal Kumar
PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTER-HUMAN INTERACTIONS (ACHI 2011), 2011, : 260 - 266
[10] The Multimedia Authoring in Collaborative E-Learning System
Hong, Chuleui
Kim, Yeongjoon
2012 6TH INTERNATIONAL CONFERENCE ON NEW TRENDS IN INFORMATION SCIENCE, SERVICE SCIENCE AND DATA MINING (ISSDM2012), 2012, : 158 - 161

← 1 2 3 4 5 →