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Evaluation of structure and reproducibility of cluster solutions using the bootstrap

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  • Sara Dolnicar
  • Friedrich Leisch

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  • Sara Dolnicar & Friedrich Leisch, 2010. "Evaluation of structure and reproducibility of cluster solutions using the bootstrap," Marketing Letters, Springer, vol. 21(1), pages 83-101, March.
  • Handle: RePEc:kap:mktlet:v:21:y:2010:i:1:p:83-101
    DOI: 10.1007/s11002-009-9083-4
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    References listed on IDEAS

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    1. Leisch, Friedrich, 2004. "FlexMix: A General Framework for Finite Mixture Models and Latent Class Regression in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 11(i08).
    2. Glenn Milligan & Martha Cooper, 1985. "An examination of procedures for determining the number of clusters in a data set," Psychometrika, Springer;The Psychometric Society, vol. 50(2), pages 159-179, June.
    3. Evgenia Dimitriadou & Sara Dolničar & Andreas Weingessel, 2002. "An examination of indexes for determining the number of clusters in binary data sets," Psychometrika, Springer;The Psychometric Society, vol. 67(1), pages 137-159, March.
    4. Lawrence Hubert & Phipps Arabie, 1985. "Comparing partitions," Journal of Classification, Springer;The Classification Society, vol. 2(1), pages 193-218, December.
    5. Leisch, Friedrich, 2006. "A toolbox for K-centroids cluster analysis," Computational Statistics & Data Analysis, Elsevier, vol. 51(2), pages 526-544, November.
    6. Robert Thorndike, 1953. "Who belongs in the family?," Psychometrika, Springer;The Psychometric Society, vol. 18(4), pages 267-276, December.
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    Citations

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    Cited by:

    1. Boztug, Yasemin & Babakhani, Nazila & Laesser, Christian & Dolnicar, Sara, 2015. "The hybrid tourist," Annals of Tourism Research, Elsevier, vol. 54(C), pages 190-203.
    2. Ebers Broughel, Anna & Hampl, Nina, 2018. "Community financing of renewable energy projects in Austria and Switzerland: Profiles of potential investors," Energy Policy, Elsevier, vol. 123(C), pages 722-736.
    3. Dolnicar, Sara & Grün, Bettina & Leisch, Friedrich, 2016. "Increasing sample size compensates for data problems in segmentation studies," Journal of Business Research, Elsevier, vol. 69(2), pages 992-999.
    4. A van Giessen & K G M Moons & G A de Wit & W M M Verschuren & J M A Boer & H Koffijberg, 2015. "Tailoring the Implementation of New Biomarkers Based on Their Added Predictive Value in Subgroups of Individuals," PLOS ONE, Public Library of Science, vol. 10(1), pages 1-14, January.
    5. Maik Dehnert & Josephine Schumann, 2022. "Uncovering the digitalization impact on consumer decision-making for checking accounts in banking," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(3), pages 1503-1528, September.
    6. Eugster, Manuel J.A. & Leisch, Friedrich, 2011. "Weighted and robust archetypal analysis," Computational Statistics & Data Analysis, Elsevier, vol. 55(3), pages 1215-1225, March.
    7. Schoonees, P.C. & Groenen, P.J.F. & van de Velden, M., 2015. "Least-squares Bilinear Clustering of Three-way Data," Econometric Institute Research Papers EI2014-23, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    8. Sara Dolnicar & Friedrich Leisch, 2017. "Using segment level stability to select target segments in data-driven market segmentation studies," Marketing Letters, Springer, vol. 28(3), pages 423-436, September.
    9. Seabra, Cláudia & Dolnicar, Sara & Abrantes, José Luís & Kastenholz, Elisabeth, 2013. "Heterogeneity in risk and safety perceptions of international tourists," Tourism Management, Elsevier, vol. 36(C), pages 502-510.
    10. Hajibaba, Homa & Gretzel, Ulrike & Leisch, Friedrich & Dolnicar, Sara, 2015. "Crisis-resistant tourists," Annals of Tourism Research, Elsevier, vol. 53(C), pages 46-60.
    11. Domínguez Vila, Trinidad & Darcy, Simon & Alén González, Elisa, 2015. "Competing for the disability tourism market – A comparative exploration of the factors of accessible tourism competitiveness in Spain and Australia," Tourism Management, Elsevier, vol. 47(C), pages 261-272.
    12. Adongo, Charles Atanga & Taale, Francis & Bukari, Shaibu & Suleman, Shafic & Amadu, Iddrisu, 2021. "Electricity theft whistleblowing feasibility in commercial accommodation facilities," Energy Policy, Elsevier, vol. 155(C).
    13. Ana Alina Tudoran, 2022. "A machine learning approach to identifying decision-making styles for managing customer relationships," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(1), pages 351-374, March.
    14. Amaro, Suzanne & Duarte, Paulo & Henriques, Carla, 2016. "Travelers’ use of social media: A clustering approach," Annals of Tourism Research, Elsevier, vol. 59(C), pages 1-15.
    15. Sebastian Krey & Uwe Ligges & Friedrich Leisch, 2014. "Music and timbre segmentation by recursive constrained K-means clustering," Computational Statistics, Springer, vol. 29(1), pages 37-50, February.
    16. Pierpaolo D'Urso & Girish Prayag & Marta Disegna & Riccardo Massari, 2013. "Market Segmentation using Bagged Fuzzy C–Means (BFCM): Destination Image of Western Europe among Chinese Travellers," BEMPS - Bozen Economics & Management Paper Series BEMPS13, Faculty of Economics and Management at the Free University of Bozen.
    17. Lin, Zhibin & You, Kefei & Lau, Chi Keung & Demir, Ender, 2019. "Segmenting global tourism markets: A panel club convergence approach," Annals of Tourism Research, Elsevier, vol. 75(C), pages 165-185.

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