中文    English

›› 2017, Vol. 29 ›› Issue (11): 10-14.doi: 10.13998/j.cnki.issn1002-1248.2017.11.002

• Information forum • Previous Articles     Next Articles

Research on Individualization Recommendation for University Library Based on the Change of User's Interest

ZHANG Ruoran   

  1. Library of Nanjing Tech University, Jiangsu Nanjing 210009, China
  • Received:2017-04-12 Online:2017-11-05 Published:2017-11-29

PDF (PC)

98

Abstract: Among the many individualization recommendation technologies, collaborative filtering with the merit of wide applicability and high quality has been widely used in e-commerce areas. Some scholars also attempted to apply this method in university libraries. However, compared with business system, university library system existed the problems, such as insufficient user information and lack of rating data, which severely impacted the quality of recommendation. In allusion to these problems, a model including both long-term and short-term reading interests of user was created based on user’s characteristics and behavior, which could be used to optimize rating matrix and improve book recommendation quality of collaborative filtering.

Key words: university library

CLC Number: 

  • G250.7
[1] Dietmar Jannach.推荐系统[M].北京:人民邮电出版社,2013.
[2] 冷亚军,陆青,梁昌勇.协同过滤推荐技术综述[J].模式识别与人工智能,2014,27(8):720-734.
[3] 董坤.基于协同过滤算法的高校图书馆图书推荐系统研究[J].现代图书情报技术,2011,(11):44-47.
[4] 陈永光.基于OPAC的高校图书馆个性化图书推荐算法研究[D].南京:南京理工大学,2013.
[5] 郭禹,田永红.基于用户分类的协同过滤算法在图书推荐中的研究[J].内蒙古农业大学学报(自然科学版),2016,(4):108-113.
[6] 孙彦超,韩凤霞.基于协同过滤算法的个性化图书推荐系统的研究[J].图书馆理论与实践,2015,(4):99-102.
[7] Gordon S·Linoff,Michael J·A·Berry.数据挖掘技术--应用于市场营销、销售与客户关系管理[M].北京:清华大学出版,2013.
[8] 百度百科：遗忘曲线[EB/OL].[2016-08-23].http://baike.baidu.com/link?url=D7baXXua0lnHvCH5ZrETRiMSMmtQ_5VmdpoW45vedbOM
DIKU3BqaU99cGVy4UAD5uxOGdg0SReHjJ4tLsyuaGE54QgoR4ayaK0iABTbkt255Z9GaSj9ugkMOpzzkgdiv.
[1] ZHANG Hongping. Promotion Mechanism of User Demand to Library Literature Resource Construction, Management and Service: Based on Grounded Theory [J]. Journal of Library and Information Science in Agriculture, 2022, 34(9): 95-103.
[2] XING Wenming, LIU Wo. An Investigation on University Libraries' Service in Promoting the Implementation of FAIR Data Management Principles [J]. Journal of Library and Information Science in Agriculture, 2022, 34(7): 65-75.
[3] DU Yu, WANG Hongye, HU Zhixun. Co-Construction and Sharing of Literature and Information Resources in Regional Colleges and Universities Based on Block Chain Incentive Mechanism [J]. Journal of Library and Information Science in Agriculture, 2022, 34(4): 74-83.
[4] LI Bo, LI Honglian, GUAN Qing, LIU Yang. Fine-grained Sentiment Analysis of Social Network Platform of University Libraries Based on CNN-BiLSTM-HAN Hybrid Neural Network [J]. Journal of Library and Information Science in Agriculture, 2022, 34(4): 63-73.
[5] LIAO Siqin, ZHOU Yu. The Current Situation and Analysis of Patent Information Service of University Libraries in China: Taking the IPR Information Service Centers of 23 Universities as an Example [J]. Journal of Library and Information Science in Agriculture, 2022, 34(2): 63-74.
[6] XIAO Keyi, QIN Jiajia, LI Yunfan. Practice and Enlightenment of Japanese University Libraries in Using Institutional Repositories for Research Data Management [J]. Journal of Library and Information Science in Agriculture, 2022, 34(11): 100-109.
[7] YAO Xiumin, ZHAO Xueyun, FAN Huixia, YAN fen. Benchmarking and Improvement Strategies of Supporting Disciplinary Construction in Normal University Libraries under the Background of "Double First-class" Dynamic Monitoring: Taking Hebei Normal University library as an Example [J]. Journal of Library and Information Science in Agriculture, 2021, 33(9): 72-82.
[8] WANG Jie. College Students' Information Literacy Education in the Information Age: Taking Shenyang Ligong University Library as an Example [J]. Journal of Library and Information Science in Agriculture, 2021, 33(8): 88-95.
[9] YANG Xuehong, HE Bin, WANG Luyan. Circulation Services Based on an Intelligent Library Management System: A Case Study in the CAU Library [J]. Journal of Library and Information Science in Agriculture, 2021, 33(7): 92-99.
[10] AN Na. Space Reconstruction Strategy of University Libraries Based on 5W1H Analysis [J]. Journal of Library and Information Science in Agriculture, 2021, 33(4): 78-85.
[11] ZHU Hanyu. Tracking Changes：Development, Achievements and Enlightenment of Project Information Literacy (PIL) [J]. Journal of Library and Information Science in Agriculture, 2021, 33(12): 16-28.
[12] YU Defeng. The Practice and Enlightenment on Privacy Protection Service of Cornell University Library [J]. Journal of Library and Information Science in Agriculture, 2021, 33(11): 28-37.
[13] WANG Yuxia, WANG Fengjiao, GONG Jiaoteng. Innovation and Enlightenment of University of Sussex Library Supporting Think-Tank Construction [J]. Journal of Library and Information Science in Agriculture, 2020, 32(8): 68-78.
[14] FENG Ya, LI Gang. Non-traditional Learning and Rediscovery of Spatial Value—A Summary of Studies on " University Library Learning Space" at Home and Abroad [J]. Journal of Library and Information Science in Agriculture, 2020, 32(6): 4-14.
[15] LU Jianying, ZHAO Yonghong. Research on the Current Situation and Contermeasures of WeChat Reading Promotion in University Library-Take Eight Universities in Shanxi Province as an Example [J]. Journal of Library and Information Science in Agriculture, 2020, 32(6): 34-41.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
No Suggested Reading articles found!
Editorial Board of Journal of Library and Information Science in Agriculture
Tel：(010)82109667　Fax：(010)82109667　E-mail：xuekan＠caas.cn
Powered by Beijing Magtech Co., Ltd.
知识共享许可协议