Exploring the effect of city-level collaboration and knowledge networks on innovation: Evidence from energy conservation field
作者：
Highlights：
• The study investigates the impact of city-level collaboration and knowledge networks on innovation.
• We developed some new indicators of collaboration and knowledge networks that influence innovation.
• We calculated cities’ influence force in inter-city collaboration networks by the weighted PageRank algorithm.
• Knowledge network embeddedness of a city is measured by embedding depth and embedding breadth.
• City-level collaboration and knowledge networks hold distinct structural characteristics and affect innovation in different ways and levels.
摘要
•The study investigates the impact of city-level collaboration and knowledge networks on innovation.•We developed some new indicators of collaboration and knowledge networks that influence innovation.•We calculated cities’ influence force in inter-city collaboration networks by the weighted PageRank algorithm.•Knowledge network embeddedness of a city is measured by embedding depth and embedding breadth.•City-level collaboration and knowledge networks hold distinct structural characteristics and affect innovation in different ways and levels.
论文关键词：Knowledge network,Collaboration network,Innovation,Network embeddedness,Energy conservation
论文评审过程：Received 18 November 2020, Revised 14 May 2021, Accepted 16 July 2021, Available online 2 August 2021, Version of Record 2 August 2021.
论文官网地址：https://doi.org/10.1016/j.joi.2021.101198
