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An ensemble framework for patent classification 专利分类的集成框架
IF 2.7
World Patent Information Pub Date : 2023-09-28 DOI: 10.1016/j.wpi.2023.102233
Eleni Kamateri, Michail Salampasis, Konstantinos Diamantaras
{"title":"An ensemble framework for patent classification","authors":"Eleni Kamateri,&nbsp;Michail Salampasis,&nbsp;Konstantinos Diamantaras","doi":"10.1016/j.wpi.2023.102233","DOIUrl":"https://doi.org/10.1016/j.wpi.2023.102233","url":null,"abstract":"<div><p><span>An important task when a patent application arrives at a patent office is to assign one or more classification codes. This manual, intellectually demanding task needs to be supported or even fully automated by classification systems that will classify patent applications, hopefully with an accuracy close to patent professionals. Like in many other text analysis problems, in the last years, this task has been studied using deep learning techniques. However, these techniques did not manage to reach a </span>classification accuracy<span> high enough to totally depend on. An ensemble system that combines multiple classifiers<span> obtaining better results could address this patent classification problem. However, this technique has not been explored in the domain of patent classification, and even in general, there are few studies focusing on the design of such systems. Our study investigates the design aspects of ensemble systems for patent classification and introduces an ensemble framework, which although is targeting the patent classification problem can be transferred to any other research domain.</span></span></p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"75 ","pages":"Article 102233"},"PeriodicalIF":2.7,"publicationDate":"2023-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49734089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Literature listing 文献清单
IF 2.7
World Patent Information Pub Date : 2023-09-26 DOI: 10.1016/j.wpi.2023.102237
Susan Bates
{"title":"Literature listing","authors":"Susan Bates","doi":"10.1016/j.wpi.2023.102237","DOIUrl":"https://doi.org/10.1016/j.wpi.2023.102237","url":null,"abstract":"<div><p>Welcome to the latest quarterly Literature Listing intended as a current awareness service for readers indicating newly published books, journal, and conference articles on IP management; Information Retrieval Techniques; Patent Landscapes; Education &amp; Certification; and Legal &amp; Intellectual Property Office Matters. The current Literature Listing was compiled end-August 2023. Key resources include Scopus, Digital Commons, publishers' RSS feeds, and serendipity! This article gives a selection of interesting references to whet your appetite - the full list of references can be found in the companion datafile.</p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"75 ","pages":"Article 102237"},"PeriodicalIF":2.7,"publicationDate":"2023-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49712439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Standard certification of intellectual property management system in research institutes from China: Practice and implication 中国科研院所知识产权管理体系标准认证的实践与启示
IF 2.7
World Patent Information Pub Date : 2023-09-22 DOI: 10.1016/j.wpi.2023.102234
Ya-Feng Zhang , Hai-Bo Liu
{"title":"Standard certification of intellectual property management system in research institutes from China: Practice and implication","authors":"Ya-Feng Zhang ,&nbsp;Hai-Bo Liu","doi":"10.1016/j.wpi.2023.102234","DOIUrl":"https://doi.org/10.1016/j.wpi.2023.102234","url":null,"abstract":"<div><p>Research institutes are a major component of national innovation system. The <span><em>Intellectual property</em><em> management for research and development organizations</em></span><span> (IPMRDO), a national standard of management system recommended by the Chinese government, has been implemented in China since January 1, 2017. As a new measure of intellectual property management, and a new member of the management systems, the IPMRDO has been underexplored. Using China as the context, we investigated the practice of the implementation of the IPMRDO in research institutes with the methods of questionnaire, interview and cases. It is found that the implementation of the standard has generated some positive effects, and is also faced with some practical difficulties. Implications are put forward for the management of intellectual property in research institutes.</span></p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"75 ","pages":"Article 102234"},"PeriodicalIF":2.7,"publicationDate":"2023-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49733760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
书评
IF 2.7
World Patent Information Pub Date : 2023-09-07 DOI: 10.1016/j.wpi.2023.102224
Marcus Holgersson
{"title":"","authors":"Marcus Holgersson","doi":"10.1016/j.wpi.2023.102224","DOIUrl":"10.1016/j.wpi.2023.102224","url":null,"abstract":"","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"75 ","pages":"Article 102224"},"PeriodicalIF":2.7,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48879968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Scientific and technological contributions from the ‘Periphery’: A look at patent applications filed with the participation of Colombians 来自“外围”的科学和技术贡献:哥伦比亚人参与的专利申请
IF 2.7
World Patent Information Pub Date : 2023-09-01 DOI: 10.1016/j.wpi.2023.102214
David Romero Betancur , Blanca Janneth Parra V
{"title":"Scientific and technological contributions from the ‘Periphery’: A look at patent applications filed with the participation of Colombians","authors":"David Romero Betancur ,&nbsp;Blanca Janneth Parra V","doi":"10.1016/j.wpi.2023.102214","DOIUrl":"10.1016/j.wpi.2023.102214","url":null,"abstract":"<div><p>By their nature, patents allow for the protection of creations or inventions in various technological sectors and in countries of commercial or industrial interest. They also record information about inventors and holders, as well as the novel features of the invention. With this in mind, this article considers the contributions of Colombians in the global context by analyzing patent applications submitted between 2000 and 2019 in jurisdictions other than their own.</p><p>The research focused on the analysis of patent application records obtained from the World Intellectual Property Organization (WIPO) patent database, in which at least one Colombian was listed as a holder. The results show that while the number of applications was not very high, they were distributed across various technological areas and were primarily filed in Europe, North America, and Asia, with minimal participation in Central and South America. Analysis also revealed a high level of collaboration, with 69% of the applications filed jointly. Additionally, 84% of the holders associated with the records obtained are natural persons.</p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"74 ","pages":"Article 102214"},"PeriodicalIF":2.7,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43196041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Innovations in agri-food biotechnology: Megatrends in tropical Mexican fruits 农业食品生物技术的创新:墨西哥热带水果的大趋势
IF 2.7
World Patent Information Pub Date : 2023-09-01 DOI: 10.1016/j.wpi.2023.102207
José Alberto Solis-Navarrete , Saray Bucio-Mendoza , Federico Stezano-Pérez
{"title":"Innovations in agri-food biotechnology: Megatrends in tropical Mexican fruits","authors":"José Alberto Solis-Navarrete ,&nbsp;Saray Bucio-Mendoza ,&nbsp;Federico Stezano-Pérez","doi":"10.1016/j.wpi.2023.102207","DOIUrl":"10.1016/j.wpi.2023.102207","url":null,"abstract":"","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"74 ","pages":"Article 102207"},"PeriodicalIF":2.7,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48214610","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Catching up or forging ahead in the era of 5G? Evidence from Chinese patent data 在5G时代追赶还是勇往直前?来自中国专利数据的证据
IF 2.7
World Patent Information Pub Date : 2023-09-01 DOI: 10.1016/j.wpi.2023.102219
Shi Chen, Yu Yan
{"title":"Catching up or forging ahead in the era of 5G? Evidence from Chinese patent data","authors":"Shi Chen,&nbsp;Yu Yan","doi":"10.1016/j.wpi.2023.102219","DOIUrl":"10.1016/j.wpi.2023.102219","url":null,"abstract":"<div><p>Probing the development of technology can offer insights into its future implementation. In this study, patent statistics are used to examine the changes in the technological capacity of the telecommunication sector<span> in China and shed light on the development of 5G<span> technology. Given full access to patent data, we find an increase in patent applications eventually leads to an increase in the innovation quality of the Chinese telecommunication sector. Firms, particularly industry leaders, greatly contribute to technological capacity by constantly producing high-quality innovation. Unlike those of previous studies, our findings reveal that a robust advancement reduces the technological capacity gap between the telecommunication sectors of the U.S. and China. Patent measures not only enable us to determine that Chinese telecommunication technology is at the gradual catch-up stage of the catch-up cycle, but also reveal responses to the technology window, the demand window, and the institutional windows of opportunity. Moreover, patent statistics can track knowledge flows. It can also find that accessing foreign knowledge has helped the Chinese telecommunication sector for learning and assimilating such knowledge to cultivate its knowledge base. We further find other than training qualified professionals, universities offer limited contributions to the technological capacity of the telecommunication sector.</span></span></p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"74 ","pages":"Article 102219"},"PeriodicalIF":2.7,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49374586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Obsolescence rate of sectors in patents filed in USPTO 在美国专利商标局申请的专利中各部门的报废率
IF 2.7
World Patent Information Pub Date : 2023-09-01 DOI: 10.1016/j.wpi.2023.102210
Zaigham Khan , Devika Kaushal , Anamika Dey , Anil Gupta
{"title":"Obsolescence rate of sectors in patents filed in USPTO","authors":"Zaigham Khan ,&nbsp;Devika Kaushal ,&nbsp;Anamika Dey ,&nbsp;Anil Gupta","doi":"10.1016/j.wpi.2023.102210","DOIUrl":"10.1016/j.wpi.2023.102210","url":null,"abstract":"<div><p>The lifetime of a patent is 20 years, but many patents get abandoned before completing this duration. This may be in part due to the high maintenance fee required by United States Patent<span><span> and Trademark Office (USPTO), lack of demand for licensing, limited scope for workability in dynamic market situation, deficit of investment in taking it forward, change in the priorities of the inventor or emergence of more affordable or frugal competitive products. We have created a </span>knowledge repository<span> of abandoned patents in USPTO which are available for use by the scholars, entrepreneurs and others in the society. This repository has additional open access features compared to the earlier repository by Pearce such as the names of inventors, the country of inventors, date of abandonment along with the status of the patents, assignee history, number of citations, CPC, NBER and WIPO categories of each patent and entity status.</span></span></p><p><span>In this paper we have analyzed some trends in the rate of abandonment over the years vis a vis non-abandoned or active patents over the years. We have also explored the number of abandoned and non-abandoned patents in different sectors based on the Cooperative Patent Classification (CPC) of patents. We have created a framework to classify the patents into separate categories based on the filing and abandonment rate. We have taken forward the work on patent lifecycle and used it to understand lifecycle of patent sectors. We have also created a quantitative metric, called as obsolescence rate, to identify the rising and declining sectors. Based on the obsolescence rate, sectors such as Heterocyclic Compounds (CPC category: C07D); Information Storage Based On Relative Movement Between Record Carrier And Transducer (CPC category: G11B); and Apparatus For Physical Training, </span>Gymnastics<span>, Swimming, Climbing, Or Fencing; Ball Games; Training Equipment (CPC category: A63B) and which are to the right of the reference line have a higher obsolescence rate and are hence declining sectors. Similarly, categories such as Computer Systems Based On Specific Computational Models (CPC category: G06 N); Systems For Controlling Or Regulating Non-Electric Variables (CPC category: G05D); and Control Or Regulating Systems In General; Functional Elements Of Such Systems; Monitoring Or Testing Arrangements For Such Systems Or Elements (CPC category: G05B) are on the left of reference line and are hence the rising sectors.</span></p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"74 ","pages":"Article 102210"},"PeriodicalIF":2.7,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45624097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The management of intellectual property in times of rapid institutional change – Editorial 快速制度变迁时代的知识产权管理-编辑
IF 2.7
World Patent Information Pub Date : 2023-09-01 DOI: 10.1016/j.wpi.2023.102215
Martin A. Bader, Frank Tietze, Alfred Radauer
{"title":"The management of intellectual property in times of rapid institutional change – Editorial","authors":"Martin A. Bader,&nbsp;Frank Tietze,&nbsp;Alfred Radauer","doi":"10.1016/j.wpi.2023.102215","DOIUrl":"10.1016/j.wpi.2023.102215","url":null,"abstract":"","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"74 ","pages":"Article 102215"},"PeriodicalIF":2.7,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41339893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rethinking the patent domains: An application to wind energy 重新思考专利领域:风能的应用
IF 2.7
World Patent Information Pub Date : 2023-09-01 DOI: 10.1016/j.wpi.2023.102209
Kaitlin Fung, Anna Goldstein, Erin Baker, Yiwen Wang
{"title":"Rethinking the patent domains: An application to wind energy","authors":"Kaitlin Fung,&nbsp;Anna Goldstein,&nbsp;Erin Baker,&nbsp;Yiwen Wang","doi":"10.1016/j.wpi.2023.102209","DOIUrl":"10.1016/j.wpi.2023.102209","url":null,"abstract":"<div><p><span><span>Wind energy patents are conventionally defined using Cooperative Patent Classification (CPC) and International Patent Classification (IPC) codes that represent wind motors (F03D) and wind energy (Y02E 10/70). This study examines whether these codes sufficiently represent the wind energy patent domain. Using a combination of keywords and classification codes identified through expert input and manual review, we construct an expanded domain with a 7.5% increase in patent count, a 6% increase in recall, and only a 1% decrease in precision for wind energy patents. We also found that the conventional domain is not unbiased; it underrepresents patenting from China and patents published since 2010. This is important because an improved patent domain allows for a holistic patent data set, which is necessary to complete a thorough analysis of the wind </span>industry. Through this wind </span>energy application, we extend our methodology to form a generalized patent search process that can be used to target technology domains within a patent data set.</p></div>","PeriodicalId":51794,"journal":{"name":"World Patent Information","volume":"74 ","pages":"Article 102209"},"PeriodicalIF":2.7,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49525933","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
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