2020
DOI: 10.1016/j.marpol.2020.104125
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Exploratory spatial analysis of maritime clusters

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Cited by 15 publications
(5 citation statements)
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“…The database is analyzed to identify the number of building characteristics, the number of repeated data entries and the integrity of the data sets. Data cleansing is necessary in order to create a complete data set, which is used as an input for clustering algorithms ( Stavroulakis et al, 2020 , Ueda et al, 2020 ). This is necessary as some cluster procedures cannot handle missing values ​​( Cai et al, 2020 , Stavroulakis et al, 2020 ).…”
Section: Methodsmentioning
confidence: 99%
See 1 more Smart Citation
“…The database is analyzed to identify the number of building characteristics, the number of repeated data entries and the integrity of the data sets. Data cleansing is necessary in order to create a complete data set, which is used as an input for clustering algorithms ( Stavroulakis et al, 2020 , Ueda et al, 2020 ). This is necessary as some cluster procedures cannot handle missing values ​​( Cai et al, 2020 , Stavroulakis et al, 2020 ).…”
Section: Methodsmentioning
confidence: 99%
“…Data cleansing is necessary in order to create a complete data set, which is used as an input for clustering algorithms ( Stavroulakis et al, 2020 , Ueda et al, 2020 ). This is necessary as some cluster procedures cannot handle missing values ​​( Cai et al, 2020 , Stavroulakis et al, 2020 ). Missing data removal procedures were performed, which resulted in a decreased number of available entries.…”
Section: Methodsmentioning
confidence: 99%
“…The elements were derived through the application of the principal component analysis (PCA) method with the varimax rotation technique. The factor loading values set the threshold criterion for considering values greater than 0.3 [66,67]. Furthermore, Hair et al [59] recommended that the Kaiser-Meyer-Olkin (KMO) value be accepted if it exceeds 0.5.…”
Section: Exploratory Factor Analysis (Efa) and Confirmatory Factor An...mentioning
confidence: 99%
“…A note should be inserted here, that cluster theory may pertain to viable solutions, in the same manner that Snow's cholera clusters gave birth to epidemiology, on the grounds that what sets clusters apart is the stance with respect to a culture of health and mutualism ( Stavroulakis and Papadimitriou, 2016 , 2017 ). Not only this, but current research has already relinquished instruments for the study and assessment of a variety of variables in clusters, including geographical and transportation systems' aspects, as well as elements of a culture of prevention, health, and sustainability ( Stavroulakis et al, 2019 , 2020 , 2021 ).…”
Section: Literature Reviewmentioning
confidence: 99%