Multilayer patent citation networks: A comprehensive analytical framework for studying explicit technological relationships

引用 计算机科学 数据科学 背景(考古学) 互补性(分子生物学) 元数据 万维网 地理 遗传学 考古 生物
作者
Kyle Higham,Martina Contisciani,Caterina De Bacco
出处
期刊:Technological Forecasting and Social Change [Elsevier]
卷期号:179: 121628-121628 被引量:16
标识
DOI:10.1016/j.techfore.2022.121628
摘要

• Patent citation networks are conceptually framed as multilayer networks, wherein nodes are patent families linked across jurisdictions. • Citation contexts, such as citing office and citation type, naturally form the layers within this network. • Layers are found to be complementary rather than redundant with respect to their technological information content. • Multilayer network communities are found to contain more nuanced and technologically-relevant information than their single-layer analogues. • Extending conventional patent citation networks to analytical settings that allow more comprehensive and realistic representations of technological relationships appears to be a promising avenue of research. The use of patent citation networks as research tools is becoming increasingly commonplace in the field of innovation studies. However, these networks rarely consider the contexts in which these citations are generated and are generally restricted to a single jurisdiction. Here, we propose and explore the use of a multilayer network framework that can naturally incorporate citation metadata and stretch across jurisdictions, allowing for a complete view of the global technological landscape that is accessible through patent data. Taking a conservative approach that links citation network layers through triadic patent families, we first observe that these layers contain complementary, rather than redundant, information about technological relationships. To probe the nature of this complementarity, we extract network communities from both the multilayer network and analogous single-layer networks, then directly compare their technological composition with established technological similarity networks. We find that while technologies are more splintered across communities in the multilayer case, the extracted communities match much more closely the established networks. We conclude that by capturing citation context, a multilayer representation of patent citation networks is, conceptually and empirically, better able to capture the significant nuance that exists in real technological relationships when compared to traditional, single-layer approaches. We suggest future avenues of research that take advantage of novel computational tools designed for use with multilayer networks.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
熠旅完成签到,获得积分10
刚刚
zone54188发布了新的文献求助10
刚刚
刚刚
KP关闭了KP文献求助
刚刚
淡然的茹嫣完成签到,获得积分10
刚刚
acfun发布了新的文献求助10
刚刚
LHW完成签到,获得积分10
1秒前
开心孤容完成签到,获得积分10
1秒前
lixiao完成签到,获得积分10
1秒前
勤恳如雪关注了科研通微信公众号
1秒前
郑成灿发布了新的文献求助10
1秒前
1秒前
背影依旧那么帅完成签到,获得积分10
2秒前
zhouzehua1003完成签到,获得积分10
2秒前
端庄的奇异果完成签到 ,获得积分10
2秒前
Stephanie发布了新的文献求助30
2秒前
2秒前
脑洞疼应助想不出新昵称采纳,获得10
3秒前
4秒前
4秒前
去玩儿发布了新的文献求助10
4秒前
杨震发布了新的文献求助10
4秒前
科研通AI6应助chenping_an采纳,获得10
4秒前
大模型应助紫文采纳,获得10
4秒前
J-R发布了新的文献求助10
4秒前
噔噔蹬发布了新的文献求助10
4秒前
5秒前
萧瑟处完成签到,获得积分10
5秒前
科研通AI6应助精明丹翠采纳,获得10
6秒前
6秒前
嘿嘿发布了新的文献求助10
6秒前
852应助sss采纳,获得10
7秒前
7秒前
GGboooond发布了新的文献求助10
7秒前
平常囧完成签到,获得积分10
7秒前
7秒前
轩辕完成签到 ,获得积分10
7秒前
赘婿应助ranhao采纳,获得10
7秒前
7秒前
雪茶发布了新的文献求助20
8秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
List of 1,091 Public Pension Profiles by Region 1561
Specialist Periodical Reports - Organometallic Chemistry Organometallic Chemistry: Volume 46 1000
Current Trends in Drug Discovery, Development and Delivery (CTD4-2022) 800
Foregrounding Marking Shift in Sundanese Written Narrative Segments 600
Holistic Discourse Analysis 600
Beyond the sentence: discourse and sentential form / edited by Jessica R. Wirth 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 遗传学 催化作用 冶金 量子力学 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 5526219
求助须知:如何正确求助?哪些是违规求助? 4616313
关于积分的说明 14553183
捐赠科研通 4554594
什么是DOI,文献DOI怎么找? 2495952
邀请新用户注册赠送积分活动 1476311
关于科研通互助平台的介绍 1447978