2020
DOI: 10.3390/su12031016
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Influence Factors of Spatial Distribution of Urban Innovation Activities Based on Ensemble Learning: A Case Study in Hangzhou, China

Abstract: Innovation is an inevitable way for cities to achieve sustainable development. The occurrence of innovation activities is a complex systemic behavior. Its spatial distribution has some location selection laws, which are the result of interaction and feedback between various spatial influence factors. We explain the impact mechanism from the microscale using a street unit in a city. Hangzhou was selected as a case study. First, we systematically selected factors influencing the spatial distribution of innovatio… Show more

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Cited by 10 publications
(9 citation statements)
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“…Second, talent gathering can maximize the advantages of talent groups and produce clustering effects such as information sharing, collective learning, and knowledge spillover ( Howitt, 1999 ). And closeness to talent enhances the frequency of information exchange ( Wang et al, 2020 ). More cooperation and information exchange are capable of making full use of different types of talent policies.…”
Section: Literature Review and Hypothesis Developmentmentioning
confidence: 99%
“…Second, talent gathering can maximize the advantages of talent groups and produce clustering effects such as information sharing, collective learning, and knowledge spillover ( Howitt, 1999 ). And closeness to talent enhances the frequency of information exchange ( Wang et al, 2020 ). More cooperation and information exchange are capable of making full use of different types of talent policies.…”
Section: Literature Review and Hypothesis Developmentmentioning
confidence: 99%
“…It is the product of the collaborative activities of individuals, institutions, and their interactions. Cities gather pivotal inputs for innovation, talented individuals, research funding, research institutions, and high-tech enterprises [6]. Florida, Adler, and Mellander (2018) subscribed to the belief that the city is an incubator for innovation and that this requires efforts from policymakers [7].…”
Section: Introductionmentioning
confidence: 99%
“…In the context of knowledge-based economies, innovation has become a major driving force for economic growth and improved living standards, playing a vital role in national economic development [1,2]. The spatial pattern of innovation refers to the spatial distribution or allocation of factors such as innovation subjects, activities, and resources, reflecting the regional differences in innovation development [3][4][5]. Research on the spatial patterns of innovation reveals the spatial distribution characteristics of innovation factors and can provide scientific guidance for the optimal allocation of innovation resources as well as promote the development of innovation and the construction of an innovative country.…”
Section: Introductionmentioning
confidence: 99%