Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span

Relatively few studies have focused on systematically mining the patent databases of different countries. This study mines the databases of the main ‘technological powers’ using several methods. By using descriptive statistical methods, the study yields key insights regarding pat...

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Main Authors: Cheng-Chien Hsu, Zheng-Yun Zhuang
Format: Article
Language:English
Published: MDPI AG 2019-06-01
Series:Applied Sciences
Subjects:
PCA
Online Access:https://www.mdpi.com/2076-3417/9/12/2432
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spelling doaj-62230c651ba646c5a1fed589619124592020-11-25T01:04:38ZengMDPI AGApplied Sciences2076-34172019-06-01912243210.3390/app9122432app9122432Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time SpanCheng-Chien Hsu0Zheng-Yun Zhuang1Taiwan Data Science Co. Ltd., Taipei 104, TaiwanDepartment of Civil Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 807, TaiwanRelatively few studies have focused on systematically mining the patent databases of different countries. This study mines the databases of the main ‘technological powers’ using several methods. By using descriptive statistical methods, the study yields key insights regarding patenting activities affecting the succession and ‘crowding out’ of technologies, the ‘hottest technologies’ and the patent application strategies in these countries. The spectrums of technological strength in these countries are further analysed with Principal Component Analysis (PCA), as two principal components are sufficient to resolve over 92% of the total variance. The US, EU and China are the economies that all technological powers may regard as important; similarities in the application strategies used in these countries are thus further investigated. Another extensive analysis utilising K-means clustering is also performed. Except for the optimal number for patent clustering, surprisingly, the top 10 ‘most important technologies’ are identical to the top 10 hottest ones that were previously identified. The knowledge and insights gained from this study are valuable not only for technological development policy makers, but also for business decision makers seeking suitable markets and areas to enter and invest in. Some data visualization and analysis methods are applied for the first time to this knowledge discovery problem.https://www.mdpi.com/2076-3417/9/12/2432patentdata miningpatentographycross-national analysisintellectual propertyknowledge discoverydata-driven decision-makingcorrelation matrixPCAK-means
collection DOAJ
language English
format Article
sources DOAJ
author Cheng-Chien Hsu
Zheng-Yun Zhuang
spellingShingle Cheng-Chien Hsu
Zheng-Yun Zhuang
Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span
Applied Sciences
patent
data mining
patentography
cross-national analysis
intellectual property
knowledge discovery
data-driven decision-making
correlation matrix
PCA
K-means
author_facet Cheng-Chien Hsu
Zheng-Yun Zhuang
author_sort Cheng-Chien Hsu
title Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span
title_short Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span
title_full Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span
title_fullStr Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span
title_full_unstemmed Competition Among the World’s Main Technological Powers to Develop IPs: Cross-National Longitudinal Patentography Over a 9-Year Time Span
title_sort competition among the world’s main technological powers to develop ips: cross-national longitudinal patentography over a 9-year time span
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2019-06-01
description Relatively few studies have focused on systematically mining the patent databases of different countries. This study mines the databases of the main ‘technological powers’ using several methods. By using descriptive statistical methods, the study yields key insights regarding patenting activities affecting the succession and ‘crowding out’ of technologies, the ‘hottest technologies’ and the patent application strategies in these countries. The spectrums of technological strength in these countries are further analysed with Principal Component Analysis (PCA), as two principal components are sufficient to resolve over 92% of the total variance. The US, EU and China are the economies that all technological powers may regard as important; similarities in the application strategies used in these countries are thus further investigated. Another extensive analysis utilising K-means clustering is also performed. Except for the optimal number for patent clustering, surprisingly, the top 10 ‘most important technologies’ are identical to the top 10 hottest ones that were previously identified. The knowledge and insights gained from this study are valuable not only for technological development policy makers, but also for business decision makers seeking suitable markets and areas to enter and invest in. Some data visualization and analysis methods are applied for the first time to this knowledge discovery problem.
topic patent
data mining
patentography
cross-national analysis
intellectual property
knowledge discovery
data-driven decision-making
correlation matrix
PCA
K-means
url https://www.mdpi.com/2076-3417/9/12/2432
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