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Year of publication
Subject
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Clusteranalyse 4,131 Cluster analysis 4,018 Regional cluster 1,356 Regionales Cluster 1,356 Theorie 905 Theory 881 cluster analysis 420 Business network 419 Unternehmensnetzwerk 419 Innovation 331 EU-Staaten 285 USA 278 EU countries 277 United States 274 Deutschland 234 Germany 210 Konsumentenverhalten 201 Consumer behaviour 200 Regionalentwicklung 187 Cluster-Analyse 183 Regional development 180 Welt 154 World 150 Regionalpolitik 145 Regional policy 144 Knowledge transfer 141 Wissenstransfer 141 Marktsegmentierung 134 Market segmentation 133 KMU 125 SME 125 Klassifikation 118 Data Mining 108 Unternehmenserfolg 107 Classification 106 Data mining 106 Firm performance 105 Räumliche Verteilung 104 Schätzung 103 Estimation 101
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Online availability
All
Free 1,014 Undetermined 930
Type of publication
All
Article 2,852 Book / Working Paper 1,418 Journal 2
Type of publication (narrower categories)
All
Article in journal 2,425 Aufsatz in Zeitschrift 2,425 Graue Literatur 691 Non-commercial literature 691 Working Paper 578 Arbeitspapier 519 Aufsatz im Buch 387 Book section 387 Hochschulschrift 222 Thesis 186 Bibliografie enthalten 73 Bibliography included 73 Conference paper 73 Konferenzbeitrag 73 Collection of articles of several authors 42 Sammelwerk 42 Dissertation u.a. Prüfungsschriften 31 Konferenzschrift 24 Case study 21 Fallstudie 21 Amtsdruckschrift 18 Conference proceedings 18 Government document 18 Lehrbuch 15 Aufsatzsammlung 12 Article 11 Reprint 10 Textbook 10 Forschungsbericht 7 Research Report 4 Advisory report 3 Collection of articles written by one author 3 Einführung 3 Gutachten 3 Mehrbändiges Werk 3 Multi-volume publication 3 Sammlung 3 Statistik 3 Systematic review 3 Übersichtsarbeit 3
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Language
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English 3,561 German 520 Polish 39 French 35 Russian 26 Undetermined 25 Italian 13 Hungarian 12 Dutch 11 Spanish 10 Portuguese 6 Bulgarian 4 Czech 2 Danish 2 Finnish 2 Croatian 2 Romanian 2 Slovak 2 Slovenian 1 Albanian 1 Serbian 1 Swedish 1
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Author
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MacKinnon, James G. 31 Webb, Matthew 23 Peneder, Michael 16 Nielsen, Morten Ørregaard 14 Porter, Michael E. 11 Cameron, Adrian Colin 10 Gelbach, Jonah B. 10 Miller, Douglas Lee 10 Weihs, Claus 10 Zhang, Xiaobo 10 Artis, Michael J. 9 Blien, Uwe 9 DeSarbo, Wayne 9 Hildebrandt, Lutz 9 Hirschenauer, Franziska 9 Hollenstein, Heinz 9 Crowley, Patrick M. 8 DeSarbo, Wayne S. 8 Delgado, Mercedes 8 Graf, Holger 8 Jajuga, Krzysztof 8 Owyang, Michael T. 8 Rothgang, Michael 8 Tkaczynski, Aaron 8 Algieri, Bernardina 7 Belussi, Fiorenza 7 Bracke, Thierry 7 Cantner, Uwe 7 Cooke, Philip 7 Dai, Ruochen 7 Gómez-Loscos, Ana 7 Lazzeretti, Luciana 7 Mookherjee, Dilip 7 Nijkamp, Peter 7 Quan, Yingyue 7 Sondhi, Neena 7 Brenner, Thomas 6 Brida, Juan Gabriel 6 Dolnicar, Sara 6 Fornahl, Dirk 6
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Institution
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Institut für Arbeitsmarkt- und Berufsforschung (IAB) 10 National Bureau of Economic Research 9 Sonderforschungsbereich Quantifikation und Simulation Ökonomischer Prozesse 8 Institut für Statistik und Mathematische Wirtschaftstheorie <Augsburg> 4 Springer Fachmedien Wiesbaden 4 Gesellschaft für Wirtschafts- und Sozialwissenschaften des Landbaues - GEWISOLA 3 OECD 3 Westfälische Wilhelms-Universität Münster / Institut für Revisionswesen 3 Österreichisches Institut für Wirtschaftsforschung 3 Akademia Ekonomiczna Imienia Oskara Langego we Wrocławiu 2 ClusterAgentur Baden-Württemberg 2 Europäische Kommission / Gemeinsame Forschungsstelle 2 Svenska Handelshögskolan <Helsinki> 2 Technische Universität Bergakademie Freiberg / Fakultät für Wirtschaftswissenschaften 2 Universität Regensburg / Institut für Betriebswirtschaftslehre 2 Verband der Wissenschaftlichen Gesellschaften Österreichs 2 Verlag Dr. Kovač 2 Advanced Seminar on Classification and Clustering <1976, Madison, Wis.> 1 Advanced Symposium on Multivariate Modeling and Data Analysis <1986, Charlottesville, Va.> 1 Akademia Ekonomiczna <Krakau> / Katedra Statystyki 1 Akademia Ekonomiczna Imienia Karola Adamieckiego w Katowicach / Katedra Ekonomii 1 Akademia Ekonomiczna Imienia Oskara Langego we Wrocławiu / Katedra Ekonometrii i Informatyki 1 Akademija Nauk Ėstonskoj SSR / Otdelenie Obščestvennych Nauk 1 Association of European Operational Research Societies / Working Group on Transportation 1 Australian Bureau of Statistics 1 Bayerischer Industrie- und Handelskammertag 1 Bremen / Senatorin für Arbeit, Frauen, Gesundheit, Jugend und Soziales 1 Centre for Growth and Business Cycle Research <Manchester> 1 Consortium for Economic Policy Research and Advice 1 Deutsche Gesellschaft für Internationale Zusammenarbeit 1 East Kalimantan Transmigration Area Development Project 1 Edward Elgar Publishing 1 Elinkeinoelämän Tutkimuslaitos 1 European University Institute / Department of Economics 1 Europäische Kommission / Generaldirektion Unternehmen 1 Europäische Kommission / Statistisches Amt 1 Fachbereich Wirtschaftswissenschaften, Philipps-Universität Marburg 1 Fachhochschule für Technik und Wirtschaft Berlin 1 Faculteit der Economische Wetenschappen en Bedrijfskunde, Vrije Universiteit 1 Finansovyj Universitet 1
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Published in...
All
European journal of operational research : EJOR 32 Europäische Hochschulschriften / 5 31 International journal of economics and financial issues : IJEFI 22 Research policy : policy, management and economic studies of science, technology and innovation 21 Queen's Economics Department working paper 20 European research studies 19 Industry and innovation 18 Technological forecasting & social change : an international journal 17 Tourism management : research, policies, practice 17 Computers & operations research : and their applications to problems of world concern ; an international journal 16 Entrepreneurship and regional development : an international journal 16 Revue de statistique appliquée 16 Applied economics 15 Journal of business research : JBR 15 Regional studies 15 Technical report / Sonderforschungsbereich 475 Komplexitätsreduktion in Multivariaten Datenstrukturen, Universität Dortmund 15 Working paper 15 International journal of business information systems : IJBIS 14 Ekonomický časopis : časopis pre ekonomickú teóriu, hospodársku politiku, spoločensko-ekonomické prognózovanie 13 International journal of production research 13 Competitiveness review : an international business journal incorporating Journal of global competitiveness 12 Journal of information & knowledge management : JIKM 12 Journal of retailing and consumer services 12 Journal of risk and financial management : JRFM 12 Reihe Quantitative Ökonomie : Ökon 12 International journal of entrepreneurship and innovation management 11 International journal of hospitality management 11 Journal of business & economic statistics : JBES ; a publication of the American Statistical Association 11 Journal of economic geography 11 Journal of travel and tourism marketing 11 Decision support systems : DSS ; the international journal 10 Discussion paper / Humboldt-Universität zu Berlin, Sonderforschungsbereich 373 Quantifikation und Simulation Ökonomischer Prozesse 10 Discussion paper / Tinbergen Institute 10 Economics letters 10 IEEE transactions on engineering management : EM 10 Journal of banking & finance 10 Journal of open innovation : technology, market, and complexity 10 Journal of the American Statistical Association : JASA 10 Journal of travel research : a quarterly publication of the Travel and Tourism Research Association 10 Papers in regional science : the journal of the Regional Science Association International 10
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Source
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ECONIS (ZBW) 4,090 USB Cologne (EcoSocSci) 78 EconStor 74 RePEc 25 ArchiDok 4 BASE 1
Showing 1 - 50 of 4,272
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When should you adjust standard errors for clustering?
Abadie, Alberto; Athey, Susan; Imbens, Guido; … - In: The quarterly journal of economics 138 (2023) 1, pp. 1-35
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Dynamic nonparametric clustering of multivariate panel data
João, Igor Custodio; Lucas, André; Schaumburg, Julia; … - 2023
We introduce a new dynamic clustering method for multivariate panel data char- acterized by time-variation in cluster locations and shapes, cluster compositions, and, possibly, the number of clusters. To avoid overly frequent cluster switching (flickering), we extend standard cross-sectional...
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Identifying the characteristics of China’s maritime trading partners on the basis of bilateral shipping connectivity : a cluster analysis
Saeed, Naima; Cullinane, Kevin - In: Maritime policy & management 50 (2023) 1, pp. 42-57
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A multi-scale suitability analysis of home-improvement retail-store site selection for Ontario, Canada
Robinson, Derek T.; Caradima, Bogdan - In: International regional science review : IRSR ; an … 46 (2023) 1, pp. 69-97
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Leaders' networking behaviours in a time of crisis : a qualitative study on the frontline against COVID-19
Tasselli, Stefano; Sancino, Alessandro - In: Journal of management studies : JMS 60 (2023) 1, pp. 120-173
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Zur Relevanz von Ausstattungsunterschieden für Forschungsleistungsvergleiche : ein Diskussionsbeitrag für die Wirtschaftswissenschaften in Deutschland
Püttmann, Vitus; Thomsen, Stephan L.; Trunzer, Johannes - In: List Forum für Wirtschafts- und Finanzpolitik 48 (2023) 1/2, pp. 53-75
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Eine Verkehrstypologie deutscher Großstädte
Holz-Rau, Christian; Heyer, Rabea; Schultewolter, Mirjam; … - In: Raumforschung und Raumordnung / Spatial Research and … 80 (2022) 2, pp. 137-152
Die städtische Verkehrsplanung und Verkehrspolitik wird häufig anhand von Städtevergleichen des Verkehrsverhaltens ihrer Einwohner bewertet. Eine Städtetypologie kann dazu beitragen, diese Unterschiede zutreffend zu interpretieren. Dazu werden in diesem Beitrag für 44 deutsche Städte 27...
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Breakdown of government debt into components in euro area countries
László, Török - In: Journal of risk and financial management : JRFM 15 (2022) 2, pp. 1-13
The pandemic that erupted in 2020 generated a significant increase in public debt, which is likely to draw the attention of economic policy and the economic profession to the evolution and sustainability of debt. This study first shows how the gross sovereign nominal consolidated government debt...
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The relational embeddedness as the differentiator of the cluster supply chain collaboration : a multidimensional comparative analysis
Frankowska, Marzena; Cheba, Katarzyna - In: Competitiveness review : CR 32 (2022) 1, pp. 59-84
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Spatio-temporal dynamics of European innovation : an exploratory approach via multivariate functional data cluster analysis
Rhoden, Imke; Weller, Daniel; Voit, Ann-Katrin - In: Journal of open innovation : technology, market, and … 8 (2022) 1, pp. 1-23
We apply a functional data approach for mixture model-based multivariate innovation clustering to identify different regional innovation portfolios in Europe, considering patterns of specialization among innovation types. We combine patent registration data and other innovation and economic data...
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A new estimator for standard errors with few unbalanced clusters
Niccodemi, Gianmaria; Wansbeek, Tom - In: Econometrics : open access journal 10 (2022) 1, pp. 1-7
In linear regression analysis, the estimator of the variance of the estimator of the regression coefficients should take into account the clustered nature of the data, if present, since using the standard textbook formula will in that case lead to a severe downward bias in the standard errors....
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Academic performance ranking and universities' Twitter use
Della Volpe, Maddalena; Diana, Paolo; Esposito, Francesca; … - In: International journal of business innovation and … 27 (2022) 1, pp. 22-36
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Lifestyle segmentation : mobile phone purchase vis-à-vis consumption decision
Nugraha, Albert Kriestian Novi Adhi; Silintowe, Yunita … - In: Verslas : teorija ir praktika : Vilniaus Gedimino … 23 (2022) 1, pp. 14-25
Prior studies intensively rely on lifestyle segmentation to investigate the patterns of purchase and consumption decisions. However, the literature does not specifically relate lifestyle profiles with the types of consumer decisions (i.e., purchasing vs. consumption decisions). Therefore, this...
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Market orientation in service clusters and its effect on the marketing performance of SMEs
Royo-Vela, Marcelo; Amezquita Salazar, Juan Carlos; … - In: European journal of management and business economics : … 31 (2022) 1, pp. 1-21
Purpose - This paper aims to address research gaps with regard to the relationship between market orientation and marketing performance when small- and medium-sized enterprises (SMEs) are located within a service cluster. The three main objectives of this research are to determine the effect...
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Changing social investment strategies in the EU
Baiocco, Sara; Alcidi, Cinzia; Corti, Francesco; Di … - 2022
This article attempts to identify social investment strategies across EU countries and explain their evolution over the period 2004-18, by using cluster analysis on expenditure and coverage variables and qualitative analysis on selected policy areas to contextualize the results. It finds that...
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Multiscale partial correlation clustering of stock market returns
Michis, Antonis A. - In: Journal of risk and financial management : JRFM 15 (2022) 1, pp. 1-22
This study proposes a wavelet procedure for estimating partial correlation coefficients between stock market returns over different time scales. The estimated partial correlations are subsequently used in a cluster analysis to identify, for each time scale, groups of stocks that exhibit distinct...
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Adoption of eco and circular economy-innovation in Italy : exploring different firm profiles
Mazzanti, Massimiliano; Nicolli, Francesco; Pareglio, … - 2022
Applying clustering techniques, this paper identifies homogeneous groups of enterprises within the heterogeneous landscape of the italian manufacturing tissue. The algorithm will be fed with data from a survey on a cross-section of SMEs in 2019. The set of questions span from economic and...
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A panel clustering approach to analyzing bubble behavior
Liu, Yanbo; Phillips, Peter C. B.; Yu, Jun - 2022
Persistent link: https://ebtypo.dmz1.zbw/10012819732
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Intraday patterns of price clustering in Bitcoin
Ma, Donglian; Tanizaki, Hisashi - In: Financial innovation : FIN 8 (2022), pp. 1-25
In this study, an investigation is conducted into the phenomenon of price clustering in Bitcoin (BTC) denominated in the Japanese yen (JPY). It answers two questions using tick-by-tick data. The first is whether price clustering exists in BTC/JPY transactions, and the other is how the scale of...
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Analysis of the cryptocurrency market using different prototype-based clustering techniques
Lorenzo, Luis; Arroyo Gallardo, Javier - In: Financial innovation : FIN 8 (2022), pp. 1-46
Since the emergence of Bitcoin, cryptocurrencies have grown significantly, not only in terms of capitalization but also in number. Consequently, the cryptocurrency market can be a conducive arena for investors, as it offers many opportunities. However, it is difficult to understand. This study...
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Cross-border acquisitions and technological spillover : evidence from European regional clusters
Sabbadin, Elisa; De Noni, Ivan; Belussi, Fiorenza - In: Competitiveness review : CR 32 (2022) 5, pp. 821-839
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trajeR, an R package for cluster analysis of time series
Noel, Cédric; Schiltz, Jang - 2022
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Are EU firms climate-ready? : micro evidence from EIBIS
Kalantzis, Fotios; Dominguez, Sofia - 2022
This study uses unique firm-level data from EIBIS to identify EU firms' climate strategies and their associated factors. To do so, we initially run a clustering analysis that results in five distinct clusters in line with the literature and then investigate the role of various firms'...
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University rankings and goals : a cluster analysis
Elbawab, Roba - In: Economies : open access journal 10 (2022) 9, pp. 1-34
Nowadays, university rankings are used to assess all aspects of universities. Due to the impact of university rankings on assessing the performance of universities, this research aims to explore university rankings in depth. University rankings are considered contributors to assessing university...
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Gruppierung von Daten : topologische Verfahren vs. Clusteranalyse
Nastansky, Andreas - 2022
Dieser Beitrag beinhaltet einen Vergleich zwischen den Methoden der Topologischen Datenanalyse (TDA) und statistischen Clusterverfahren bei der Gruppierung von Daten. Es werden Gemeinsamkeiten und Unterschiede bei der Bildung der Cluster und Zuordnung der statistischen Einheiten identifiziert....
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Leverage, influence, and the jackknife in clustered regression models : reliable inference using summclust
MacKinnon, James G.; Nielsen, Morten Ørregaard; Webb, … - 2022
Cluster-robust inference is widely used in modern empirical work in economics and many other disciplines. The key unit of observation is the cluster. We propose measures of "high-leverage" clusters and "influential" clusters for linear regression models. The measures of leverage and partial...
Persistent link: https://ebtypo.dmz1.zbw/10013169182
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Fast and reliable jackknife and bootstrap methods for cluster-robust inference
MacKinnon, James G.; Nielsen, Morten Ørregaard; Webb, … - 2022
We provide new and computationally attractive methods, based on jackknifing by cluster, to obtain cluster-robust variance matrix estimators (CRVEs) for linear regres- sion models estimated by least squares. These estimators have previously been com- putationally infeasible except for small...
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Cluster-robust inference : a guide to empirical practice
MacKinnon, James G.; Nielsen, Morten Ørregaard - 2022
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Eine Verkehrstypologie deutscher Großstädte
Holz-Rau, Christian; Heyer, Rabea; Schultewolter, Mirjam; … - In: Raumforschung und Raumordnung 80 (2022) 2, pp. 137-152
Die städtische Verkehrsplanung und Verkehrspolitik wird häufig anhand von Städtevergleichen des Verkehrsverhaltens ihrer Einwohner bewertet. Eine Städtetypologie kann dazu beitragen, diese Unterschiede zutreffend zu interpretieren. Dazu werden in diesem Beitrag für 44 deutsche Städte 27...
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Global vs. group-specific business cycles : the importance of defining the groups
Berger, Tino; Wortmann, Marcus - In: Macroeconomic dynamics 26 (2022) 1, pp. 49-71
Persistent link: https://ebtypo.dmz1.zbw/10013166201
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Coworking spaces and makerspaces : mapping the state of research
Kraus, Sascha; Bouncken, Ricarda B.; Görmar, Lars; … - In: Journal of innovation & knowledge : JIK 7 (2022) 1, pp. 1-12
Coworking and its merits and benefits have been under heavy scholarly investigation. Also in practice, the phenomenon with its characteristics and manifestations becomes increasingly relevant on many levels and for many different types of people and organizations. But why is that so, and how are...
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European bank profitability : the great convergence?
Lamers, Martien; Present, Thomas; Vander Vennet, Rudi - 2022
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From historical responsibility to carbon neutrality : a country classification
Ansari, Dawud; Brahim, Wassim; Holz, Franziska; … - In: DIW weekly report : economy, politics, science : a … 12 (2022) 47/48, pp. 296-303
The COP27 (United Nations Climate Change Conference) in November 2022 once again highlighted the fact that countries are starting from different positions when it comes to emissions and climate policy. This Weekly Report classifies countries into representative profiles based on their past,...
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The distribution of ambiguity attitudes
Gaudecker, Hans-Martin von; Wogrolly, Axel; Zimpelmann, … - 2022
This paper analyzes the stability and distribution of ambiguity attitudes using a broad population sample. Using high-powered incentives, we collected six waves of data on ambiguity attitudes about financial markets—our main application—and climate change. Estimating a structural stochastic...
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Approximating grouped fixed effects estimation via fuzzy clustering regression
Lewis, Daniel J.; Melcangi, Davide; Pilossoph, Laura; … - 2022
We propose a new, computationally-efficient way to approximate the "grouped fixed-effects" (GFE) estimator of Bonhomme and Manresa (2015), which estimates grouped patterns of unobserved heterogeneity. To do so, we generalize the fuzzy C-means objective to regression settings. As the...
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Rationalization in Korea container terminal using DEA cross-efficiency and cluster analysis
Kim, Sungki; Kim, Chanho; Kim, Sangyoul; Choi, Sanggyun - In: The Asian Journal of Shipping and Logistics 38 (2022) 2, pp. 61-70
Ports and container terminals today are interchanges for maritime and land transport as well as important facilities that serve as communication channels for nations, regional economies, and forelands. They also act as suppliers providing cargo handling and international logistics services at...
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Segmentation of collaborative consumption consumers : social identity theory perspective
Małecka, Agnieszka; Mitręga, Maciej; Pfajfar, Gregor - In: International journal of consumer studies 46 (2022) 6, pp. 2445-2465
Persistent link: https://ebtypo.dmz1.zbw/10013412518
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Variance estimation in stratified adaptive cluster sampling
Yasmeen, Uzma; Ul Amin, Muhammad Noor; Hanif, Muhammad - In: Statistics in transition : an international journal of … 23 (2022) 1, pp. 173-184
In many sampling surveys, the use of auxiliary information at either the design or estimation stage, or at both these stages is usual practice. Auxiliary information is commonly used to obtain improved designs and to achieve a high level of precision in the estimation of population density....
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Methodological approach to assessing the level of development of the economoc space o the regions
Polishchuk, Andrii; Kotenko, Tetiana; Chepurda, Larysa - In: Baltic Journal of Economic Studies 8 (2022) 3, pp. 154-165
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The distribution of ambiguity attitudes
Gaudecker, Hans-Martin von; Wogrolly, Axel; Zimpelmann, … - 2022
health disparities, health behaviors, dynamic demand, side effects, structural models, HIV/AIDSaThis paper analyzes the stability and distribution of ambiguity attitudes using a broad population sample. Using high-powered incentives, we collected six waves of data on ambiguity attitudes about...
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A theoretical framework to evaluate ICT disparities and digital divides : challenges and implications for e-government development
Lněnička, Martin; Máchová, Renáta - In: Národohospodářský obzor : časopis věnovaný … 22 (2022) 1, pp. 25-51
Understanding and using ICT is critical for increasing effectiveness of the public sector, improving access to public services, enhancing transparency and engage- ment of various stakeholders in public decision-making processes. At the same time, utilization of new emerging technologies such as...
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Grouped variation in factor shares : an application to misallocation
Asturias, José; Rossbach, Jack - 2022
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Mapping regional strengths in a key enabling technology : the distribution of Internet of Things competences across European regions
Russo, Margherita; Caloffi, Annalisa; Colovic, Ana; … - In: Papers in regional science : the journal of the … 101 (2022) 4, pp. 875-900
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Cluster analysis of the EU labour markets in the context of the COVID-19 pandemic crisis
Stănciulescu, Georgiana; Cristescu, Amalia; Popescu, … - In: Journal of Eastern Europe research in business & … 2022 (2022), pp. 1-11
Persistent link: https://ebtypo.dmz1.zbw/10013389294
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The distribution of ambiguity attitudes
Gaudecker, Hans-Martin von; Zimpelmann, Christian; … - 2022
This paper analyzes the stability and distribution of ambiguity attitudes using a broad population sample. Using high-powered incentives, we collected six waves of data on ambiguity attitudes about financial markets-our main application-and climate change. Estimating a structural stochastic...
Persistent link: https://ebtypo.dmz1.zbw/10013468257
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Support for cluster initiatives and cluster policy (case study of the euroregion "the lower danube")
Kovalenko, Sergey; Bykovets, Natalia - In: Baltic Journal of Economic Studies 8 (2022) 1, pp. 62-74
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Maritime clusters as an innovative form of development of coastal regions of Ukraine
Volosiuk, Maryna; Vdovychenko, Larysa; Sirenko, Ihor - In: Baltic Journal of Economic Studies 8 (2022) 2, pp. 44-50
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Correlation and interaction of economic creativity factors as a determinant of sustainable development (on the example of the EU countries)
Hrysenko, Maryna; Pryiatelchuk, Olena; Shvorak, Liudmila - In: Baltic Journal of Economic Studies 8 (2022) 2, pp. 59-67
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Reactive search-MST optimized clustering-based feature selection
Kaleemullah, A.; Suresh, A. - In: International journal of financial engineering 9 (2022) 3, pp. 2250009-1-2250009-11
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Appraisal of earnings management across the sectors
Durana, Pavol; Valaskova, Katarina; Siekelova, Anna; … - In: Journal of business economics and management 23 (2022) 2, pp. 399-425
Financial managers intentionally use the legal manipulation of earnings to the business development. Earnings management is a widespread business finance phenomenon. The approaches and the ways of this practice are marked by many parallels. The main target of the article is to show the clusters...
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