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Content Provider | IEEE Xplore Digital Library |
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Author | Ming-Yi Shih Syun-Sian Huang |
Copyright Year | 2015 |
Description | Author affiliation: Dept. of Comput. Sci. & Inf. Eng., Nat. Changhua Univ. of Educ., Changhua, Taiwan (Ming-Yi Shih; Syun-Sian Huang) |
Abstract | In order to run a successful website, it is significantly crucial for website owners to understand users' intentions and desires. By capturing these information, they can provide better service and enhance marketing strategy to achieve this goal. Web usage mining (WUM) is an application that can help people to explore the useful patterns of users' browsing usages. Traditionally, it discovers knowledge from Web log data. However in some websites, they offer a service that users can select or enter some required criteria from fields, and these information will be saved online. These criteria show the intentions or desires of a certain object required for this user. Interested persons can enter queries or browse categories to find these posted cases. In this paper, clustering method is applied to group similar users based on these collected required criteria in a website. When dataset is huge, it is difficult to find the characteristics of individual group. Thus association rule mining is applied to each cluster. The generated rules can be inferred to identify the interests and characteristics of users in each group. Finally, marketing decision can be made especially for each group's users. |
Starting Page | 422 |
Ending Page | 426 |
File Size | 459241 |
Page Count | 5 |
File Format | |
ISBN | 9781631900631 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2015-08-19 |
Publisher Place | Taiwan |
Access Restriction | Subscribed |
Rights Holder | ICST |
Subject Keyword | Algorithm design and analysis Education Web usage mining Clustering algorithms Required criteria Web servers Association rules Yttrium Pattern discovery Clustering |
Content Type | Text |
Resource Type | Article |
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