数据挖掘在中小企业中的应用:意大利视角

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Amir Topalovic, A. Azzini
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引用次数: 10

摘要

在过去的十年中,数据挖掘技术,特别是在客户关系管理中的应用,已经在公司的盈利能力和运营中发挥了关键作用。为了支持中小型企业,我们开发了一些创新和不断改进的工具,使中小型企业能够利用内部和外部数据源来提高竞争力。本文分析了数字化,特别是数据挖掘技术对中小企业发展的影响。方法/方法对各种来源进行了审查,重点是开源工具,因为在意大利经济背景下,中小企业使用开源工具最多。首先,分析简要回顾了可用的数据挖掘技术,并展示了它们如何在小公司中实际应用。其次,对意大利数据挖掘项目的投资进行了经济回顾。结论数据挖掘技术对企业的市场竞争力有一定的促进作用。然而,数据挖掘作为公司资产的意识在意大利中小企业中仍然不强,在意大利的大多数投资仍然是由大公司进行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Data Mining Applications in SMEs: An Italian Perspective
Abstract Background From the last decade, data mining techniques, employed in particular in customer relationship management, have assumed a key role in the profitability and operations of companies. To support small and medium companies (SMEs), several innovative and continuously improving tools have been developed that allow SMEs to utilize the internal and external data sources to increase their competitiveness. Objectives In this paper, an analysis of the impact of digitalization, and in particular data mining techniques, in the context of SMEs development is presented. Methods/Approach A review of various sources has been conducted, with the focus on open source tools, since in the context of the Italian economy they are used by SMEs the most. Results First, the analysis presents a brief review of the data mining techniques available and shows how they are practically employed in small companies. Second, an economical review of investments in data mining projects in Italy is presented. Conclusions The review indicates that data mining techniques can boost a company in the market. However, the awareness of data mining as a company asset is still not strong in Italian SMEs and most investments in Italy are still carried out by large companies.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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