An Incremental Data Classification Technique

碩士 === 國立清華大學 === 資訊系統與應用研究所 === 92 === In this high competition age, a company has to continuously keep an eye on the latest information in order to hold the upper hand of the industry. The company may have to find the information on the mass media or on the market. They can even find useful inform...

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Main Authors: Jiang Jhih Yi, 姜芝怡
Other Authors: 楊熙年
Format: Others
Language:zh-TW
Published: 2004
Online Access:http://ndltd.ncl.edu.tw/handle/05970856233052098455
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spelling ndltd-TW-092NTHU53940102015-10-13T13:08:03Z http://ndltd.ncl.edu.tw/handle/05970856233052098455 An Incremental Data Classification Technique 漸進式的資料分類方法 Jiang Jhih Yi 姜芝怡 碩士 國立清華大學 資訊系統與應用研究所 92 In this high competition age, a company has to continuously keep an eye on the latest information in order to hold the upper hand of the industry. The company may have to find the information on the mass media or on the market. They can even find useful information in their own database. The task of mining unseen information and then transforming it into the competitive strategy is essential in the data mining area. Customer relationship management system is one of the most popular data mining applications. In this study, we analyze a subsystem of a 3C retailer’s CRM System ---an eCard recommendation system. At the same time, we propose an architecture for incremental data classification. We then apply this technique to the eCard recommendation system to see whether it would perform better than the existing ones. Experimental results show that the classifier built according to the proposed method has acceptable error rate compared with the existing classifiers. Moreover, it can generate a set of rules which provide some high level semantic description about the data. 楊熙年 2004 學位論文 ; thesis 45 zh-TW
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description 碩士 === 國立清華大學 === 資訊系統與應用研究所 === 92 === In this high competition age, a company has to continuously keep an eye on the latest information in order to hold the upper hand of the industry. The company may have to find the information on the mass media or on the market. They can even find useful information in their own database. The task of mining unseen information and then transforming it into the competitive strategy is essential in the data mining area. Customer relationship management system is one of the most popular data mining applications. In this study, we analyze a subsystem of a 3C retailer’s CRM System ---an eCard recommendation system. At the same time, we propose an architecture for incremental data classification. We then apply this technique to the eCard recommendation system to see whether it would perform better than the existing ones. Experimental results show that the classifier built according to the proposed method has acceptable error rate compared with the existing classifiers. Moreover, it can generate a set of rules which provide some high level semantic description about the data.
author2 楊熙年
author_facet 楊熙年
Jiang Jhih Yi
姜芝怡
author Jiang Jhih Yi
姜芝怡
spellingShingle Jiang Jhih Yi
姜芝怡
An Incremental Data Classification Technique
author_sort Jiang Jhih Yi
title An Incremental Data Classification Technique
title_short An Incremental Data Classification Technique
title_full An Incremental Data Classification Technique
title_fullStr An Incremental Data Classification Technique
title_full_unstemmed An Incremental Data Classification Technique
title_sort incremental data classification technique
publishDate 2004
url http://ndltd.ncl.edu.tw/handle/05970856233052098455
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