基于专利基础的国际市场知识提取:绿色专利研究

IF 1.9 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Brazilian Journal of Operations & Production Management Pub Date : 2019-12-08 DOI:10.14488/bjopm.2019.v16.n4.a14
Wagner Viana Bretas, Alline Sardinha Cordeiro Morais, H. D. Hora, Edson Terra Azevedo Filho
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引用次数: 2

摘要

目标:本文旨在提出一个从国际专利库中包含的元数据中对技术信息进行分层的模型,该模型能够支持战略决策,从而增强针对对外贸易的行动。设计/方法/途径:本应用研究基于数据库中的KDD知识发现方法,并对绿色专利进行了研究。2003年至2012年《专利合作条约》(PCT)中公布的专利书目数据,侧重于替代能源,更准确地说是生物燃料,从Derwent数据库中获得,搜索字符串基于世界知识产权组织(WIPO)发布的绿色专利IPC清单。经过处理和消毒,在C4.5算法下进行了36000多条结果记录,命名为J-48,来自Weka软件,最终确定巴西为目的国。结果:建立了一个决策树,其中墨西哥被突出显示为主要的自由裁量权国家。它还证实了其他新兴国家的附着力,这些国家与巴西一起组成了金砖国家。调查的局限性:所提出的模型仅限于在产品和工艺中密集使用技术的领域。实际影响:可以推断,所提议的方法可以帮助公司从一个免费的、可靠的、能够被微型和小型公司使用的数据库中确定对某一技术更敏感的国际市场。原创性/价值:在科学传播中,数据挖掘应用于专利数据库并不容易,在本研究中,金砖国家集群被识别为绿色专利WIPO保证金。
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Knowledge extraction on international markets from patent bases: a study on green patents
Goal: This article aims to propose a model for stratifying technological information from meta-data contained in international patent bases, capable of supporting the strategic decision making that potentiates actions directed to foreign trade. Design / Methodology / Approach: This applied research was based on the KDD Knowledge Discovery in Databases methodology and carried out a study focused on green patents. Patent bibliographic data published in the Patent Cooperation Treaty (PCT) from 2003 to 2012, focusing on alternative energies, more precisely on biofuels, were obtained from the Derwent database, with the search string based on the Green Patents IPC Inventory, published by the World Intellectual Property Organization (WIPO). After treatment and sanitization, more than 36,000 resulting records were performed under C4.5 algorithm, denominated J-48 from the software Weka, resulting in Brazil as the destination country. Results: A decision tree was established, in which Mexico was highlighted as the main discretionary country. It was also verified the adhesion of the other emerging countries, which, along with Brazil, compose the BRICS. Limitations of the investigation: The proposed model is limited to areas that show intensive use of technology in products and processes. Practical implications: It could be inferred that the proposed method can help companies to identify international markets more sensitive to a certain technology, from a free database, reliable and capable of being used by micro and small companies. Originality / Value: In scientific communication, it is not easy to find Data mining applied to Patent database, and in this study, BRICS cluster were identified in Green patents WIPO deposit.
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来源期刊
Brazilian Journal of Operations & Production Management
Brazilian Journal of Operations & Production Management OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
2.90
自引率
9.10%
发文量
27
审稿时长
44 weeks
期刊最新文献
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