標題: | Knowledge maps for composite e-services: A mining-based system platform coupling with recommendations |
作者: | Liu, Duen-Ren Ke, Chih-Kun Lee, Jia-Yuan Lee, Chun-Feng 資訊管理與財務金融系 註:原資管所+財金所 Department of Information Management and Finance |
關鍵字: | composite e-service;knowledge maps;topic maps;data mining;recommendation |
公開日期: | 1-Jan-2008 |
摘要: | Providing various c-services on the Internet by enterprises is an important trend in c-business. Composite e-services, which consist of various e-services provided by different e-service providers, are complex processes that require the cooperation among cross-organizational e-service providers. The flexibility and success of e-business depend on effective knowledge support to access related information resources of composite e-services. Thus, providing effective knowledge support for accessing composite e-services is a challenging task. This work proposes a knowledge map platform to provide an effective knowledge support for utilizing composite e-services. A data mining approach is applied to extract knowledge patterns from the usage records of composite e-services. Based on the mining result, topic maps are employed to construct the knowledge map. Meanwhile, the proposed knowledge map is integrated with recommendation capability to generate recommendations for composite e-services via data mining and collaborative filtering techniques. A prototype system is implemented to demonstrate the proposed platform. The proposed knowledge map enhanced with recommendation capability can provide users customized decision support to effectively utilize composite e-services. (c) 2006 Elsevier Ltd. All rights reserved. |
URI: | http://dx.doi.org/10.1016/j.eswa.2006.10.005 http://hdl.handle.net/11536/9850 |
ISSN: | 0957-4174 |
DOI: | 10.1016/j.eswa.2006.10.005 |
期刊: | EXPERT SYSTEMS WITH APPLICATIONS |
Volume: | 34 |
Issue: | 1 |
起始頁: | 700 |
結束頁: | 716 |
Appears in Collections: | Articles |
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