Efficient web log mining for product development

被引:3
作者
Woon, YK [1 ]
Ng, WK [1 ]
Li, X [1 ]
Lu, WF [1 ]
机构
[1] Nanyang Technol Univ, Singapore 639798, Singapore
来源
2003 INTERNATIONAL CONFERENCE ON CYBERWORLDS, PROCEEDINGS | 2003年
关键词
D O I
10.1109/CYBER.2003.1253468
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the new global economy, manufacturing companies are focusing their efforts on the product development process which is fast emerging as a new competitive weapon. Several product development solutions allow engineers, suppliers, business partners and even customers to collaborate throughout the entire product lifecycle via the Internet. To gain an additional edge over competitors, it is vital that companies utilize web logs to discover hidden knowledge about trends and patterns in such a cyberworld. However existing web log mining techniques are not designed for web logs generated by, product data management processes. In this paper we propose a method termed Product Development Miner (PDMiner) to mine such web logs efficiently and effectively using a trie structure and sequential mining techniques. Experiments involving real web logs show that PDMiner is both fast and practical.
引用
收藏
页码:294 / 301
页数:8
相关论文
共 50 条
[21]   A Constraint Programming Approach for Web Log Mining [J].
Kemmar, Amina ;
Lebbah, Yahia ;
Loudni, Samir .
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2016, 11 (04) :24-42
[22]   Frequent Sequence Mining in Web Log Data [J].
Weichbroth, Pawel .
MAN-MACHINE INTERACTIONS 5, ICMMI 2017, 2018, 659 :459-467
[23]   Simple Web log mining system (SWLMS) [J].
Yang, Yiling ;
Guan, Xudong ;
Lu, Lina ;
You, Jinyuan .
Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2000, 34 (07) :932-935
[24]   Design and Implementation of WEB Log Mining System [J].
Ni, Xianjun .
2009 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND TECHNOLOGY, VOL II, PROCEEDINGS, 2009, :425-427
[25]   A HowNet based web log mining algorithm [J].
Li, Chen ;
Qi, Jiayin ;
Shu, Huaying .
RESEARCH AND PRACTICAL ISSUES OF ENTERPRISE INFORMATION SYSTEMS II, VOL 2, 2008, 255 :923-+
[26]   Mining Web Access Log for the Personalization Recommendation [J].
Peng, Xueping ;
Cao, Yujuan ;
Niu, Zhendong .
2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, :172-175
[27]   Web Log Mining based on Website Topic [J].
Yu, Xiaobing ;
Guo, Shunsheng ;
Peng, Zhao .
SEVENTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS I-III: UNLOCKING THE FULL POTENTIAL OF GLOBAL TECHNOLOGY, 2008, :874-878
[28]   Web Log Mining for Improvement of Caching Performance [J].
Soonthomsutee, Rudeekom ;
Luenam, Pramote .
INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, IMECS 2012, VOL I, 2012, :524-+
[29]   Log Mining to Support Web Query Expansions [J].
Ngok, Patrick ;
Gong, Zhiguo .
ICIA: 2009 INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, VOLS 1-3, 2009, :364-368
[30]   Sequential patterns recognition in Web Log Mining [J].
Lu, Lina ;
Wei, Hengyi ;
Yang, Yiling ;
Guan, Xudong .
Xiaoxing Weixing Jisuanji Xitong/Mini-Micro Systems, 2000, 21 (05) :481-483