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Citations for "An examination of procedures for determining the number of clusters in a data set"

by Glenn Milligan & Martha Cooper

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  1. Ezekiel Chinyio & Paul Olomolaiye & Simon Kometa & Frank Harris, 1998. "A needs-based methodology for classifying construction clients and selecting contractors," Construction Management and Economics, Taylor & Francis Journals, vol. 16(1), pages 91-98.
  2. Li, Pai-Ling & Chiou, Jeng-Min, 2011. "Identifying cluster number for subspace projected functional data clustering," Computational Statistics & Data Analysis, Elsevier, vol. 55(6), pages 2090-2103, June.
  3. J. Vera & Rodrigo Macías & Willem Heiser, 2013. "Cluster Differences Unfolding for Two-Way Two-Mode Preference Rating Data," Journal of Classification, Springer, vol. 30(3), pages 370-396, October.
  4. M. Pittau & Maurizio Vichi, 2000. "Fitting a fuzzy consensus partition to a set of partitions to analyze the modern economic growth across countries," Statistical Methods and Applications, Springer, vol. 9(1), pages 183-198, January.
  5. Rong Rong & Daniel Houser, 2012. "Growing Stars: A Laboratory Analysis of Network Formation," Working Papers 1035, George Mason University, Interdisciplinary Center for Economic Science, revised Oct 2012.
  6. Kobrich, C. & Rehman, T. & Khan, M., 2003. "Typification of farming systems for constructing representative farm models: two illustrations of the application of multi-variate analyses in Chile and Pakistan," Agricultural Systems, Elsevier, vol. 76(1), pages 141-157, April.
  7. Michio Yamamoto, 2012. "Clustering of functional data in a low-dimensional subspace," Advances in Data Analysis and Classification, Springer, vol. 6(3), pages 219-247, October.
  8. Balakrishnan, P. V. (Sundar) & Cooper, Martha C. & Jacob, Varghese S. & Lewis, Phillip A., 1996. "Comparative performance of the FSCL neural net and K-means algorithm for market segmentation," European Journal of Operational Research, Elsevier, vol. 93(2), pages 346-357, September.
  9. Bauer, Hans H. & Fischer, Marc, 2000. "Product life cycle patterns for pharmaceuticals and their impact on R&D profitability of late mover products," International Business Review, Elsevier, vol. 9(6), pages 703-725, December.
  10. Gallegos, María Teresa & Ritter, Gunter, 2010. "Using combinatorial optimization in model-based trimmed clustering with cardinality constraints," Computational Statistics & Data Analysis, Elsevier, vol. 54(3), pages 637-654, March.
  11. Marcelo Yoshio Takam, 2014. "Short-Term Drivers Of Sovereign Cds Spreads," Anais do XLI Encontro Nacional de Economia [Proceedings of the 41th Brazilian Economics Meeting] 130, ANPEC - Associação Nacional dos Centros de Pósgraduação em Economia [Brazilian Association of Graduate Programs in Economics].
  12. Christophe Genolini & Bruno Falissard, 2010. "KmL: k-means for longitudinal data," Computational Statistics, Springer, vol. 25(2), pages 317-328, June.
  13. Hennig, Christian, 2007. "Cluster-wise assessment of cluster stability," Computational Statistics & Data Analysis, Elsevier, vol. 52(1), pages 258-271, September.
  14. Wang, Xiaogang & Qiu, Weiliang & Zamar, Ruben H., 2007. "CLUES: A non-parametric clustering method based on local shrinking," Computational Statistics & Data Analysis, Elsevier, vol. 52(1), pages 286-298, September.
  15. Liu, Hua & Brown, Donald E., 2003. "Criminal incident prediction using a point-pattern-based density model," International Journal of Forecasting, Elsevier, vol. 19(4), pages 603-622.
  16. Michele Cincera, 2005. "Firms' productivity growth and R&D spillovers: An analysis of alternative technological proximity measures," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(8), pages 657-682.
  17. João Fernandes, 2005. "Corporate Credit Risk Modeling: Quantitative Rating System And Probability Of Default Estimation," Finance 0505013, EconWPA.
  18. Kumar, Mahesh & Patel, Nitin R., 2007. "Clustering data with measurement errors," Computational Statistics & Data Analysis, Elsevier, vol. 51(12), pages 6084-6101, August.
  19. Tachizawa, Elcio M. & Gimenez, Cristina, 2010. "Supply flexibility strategies in Spanish firms: Results from a survey," International Journal of Production Economics, Elsevier, vol. 124(1), pages 214-224, March.
  20. María Gallegos & Gunter Ritter, 2009. "Trimming algorithms for clustering contaminated grouped data and their robustness," Advances in Data Analysis and Classification, Springer, vol. 3(2), pages 135-167, September.
  21. Donatella Vicari & Maurizio Vichi, 2009. "Structural Classification Analysis of Three-Way Dissimilarity Data," Journal of Classification, Springer, vol. 26(2), pages 121-154, August.
  22. 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.
  23. Hennig, Christian, 2008. "Dissolution point and isolation robustness: Robustness criteria for general cluster analysis methods," Journal of Multivariate Analysis, Elsevier, vol. 99(6), pages 1154-1176, July.
  24. Liu, Pei-chen Barry & Hansen, Mark & Mukherjee, Avijit, 2008. "Scenario-based air traffic flow management: From theory to practice," Transportation Research Part B: Methodological, Elsevier, vol. 42(7-8), pages 685-702, August.
  25. D. Hand & Ove Frank & W. Gödert & H. Bacelar-Nicolau & Sarunas Raudys & A. Bowman & Glenn Milligan & R. Hathaway & R. Ivimey-Cook & B. Everitt & Allan Wilks & B. Ripley & Wayne DeSarbo & A. Gordon & , 1994. "Book reviews," Journal of Classification, Springer, vol. 11(2), pages 251-296, September.
  26. Oppen,Claudia,van & Odekerken-Schröder,Gaby & Wetzels,Martin, 2005. "Experiential Value: A Hierarchical Model, The Impact On E-Loyalty And A Customer Typology," Research Memorandum 019, Maastricht University, Maastricht Research School of Economics of Technology and Organization (METEOR).
  27. Fischer, Aurélie, 2011. "On the number of groups in clustering," Statistics & Probability Letters, Elsevier, vol. 81(12), pages 1771-1781.
  28. Sharon Weinberg & Peter Bryant & Glenn Milligan & Richard Church & A. Gordon & Gildas Brossier & Brigitte Escofier & Kathleen Carley & Frank Critchle, 1989. "Book reviews," Journal of Classification, Springer, vol. 6(1), pages 279-306, December.
  29. Maud Roucan-Kane & Corinne Alexander & Michael D. Boehlje & Scott W. Downey & Allan W. Gray, 2010. "Agricultural financial market segments," Agricultural Finance Review, Emerald Group Publishing, vol. 70(2), pages 231-244, August.
  30. Silvia Nenci & Pierluigi Montalbano, 2011. "Trade patterns and trade clusters: China, India, Brazil and South Africa in the global trading," Departmental Working Papers of Economics - University 'Roma Tre' 0125, Department of Economics - University Roma Tre.
  31. Gloy, Brent A. & Akridge, Jay T., 1999. "Segmenting The Commercial Producer Marketplace For Agricultural Inputs," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association (IAMA), vol. 2(02).
  32. Pankaj Patel & Sherry Thatcher & Katerina Bezrukova, 2013. "Organizationally-relevant configurations: the value of modeling local dependence," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(1), pages 287-311, January.
  33. Fujita, André & Takahashi, Daniel Y. & Patriota, Alexandre G., 2014. "A non-parametric method to estimate the number of clusters," Computational Statistics & Data Analysis, Elsevier, vol. 73(C), pages 27-39.
  34. Lin, Shao-Lung & Hsieh, An-Tien, 2010. "International strategy implementation: Roles of subsidiaries, operational capabilities, and procedural justice," Journal of Business Research, Elsevier, vol. 63(1), pages 52-59, January.
  35. Luis García-Escudero & Alfonso Gordaliza & Carlos Matrán & Agustín Mayo-Iscar, 2010. "A review of robust clustering methods," Advances in Data Analysis and Classification, Springer, vol. 4(2), pages 89-109, September.
  36. Z. Volkovich & D. Toledano-Kitai & G.-W. Weber, 2013. "Self-learning K-means clustering: a global optimization approach," Journal of Global Optimization, Springer, vol. 56(2), pages 219-232, June.
  37. Doulaye Dembélé, 2008. "Multi-objective optimization for clustering 3-way gene expression data," Advances in Data Analysis and Classification, Springer, vol. 2(3), pages 211-225, December.
  38. Gyllenberg, Mats & Koski, Timo & Verlaan, Martin, 1997. "Classification of Binary Vectors by Stochastic Complexity," Journal of Multivariate Analysis, Elsevier, vol. 63(1), pages 47-72, October.
  39. Maria Lo Bue & Stephan Klasen, 2013. "Identifying Synergies and Complementarities Between MDGs: Results from Cluster Analysis," Social Indicators Research, Springer, vol. 113(2), pages 647-670, September.
  40. Johanna Mair & Julie Battilana & Julian Cardenas, 2012. "Organizing for Society: A Typology of Social Entrepreneuring Models," Journal of Business Ethics, Springer, vol. 111(3), pages 353-373, December.
  41. Pacáková, Z. & PoláÄková, J., 2013. "Hierarchical Cluster Analysis – Various Approaches to Data Preparation," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 5(3), September.
  42. Tsangarides, Charalambos G. & Qureshi, Mahvash Saeed, 2008. "Monetary Union Membership in West Africa: A Cluster Analysis," World Development, Elsevier, vol. 36(7), pages 1261-1279, July.
  43. van Dijk, A. & van Rosmalen, J.M. & Paap, R., 2009. "A Bayesian approach to two-mode clustering," Econometric Institute Research Papers EI 2009-06, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
  44. Sebert, David M. & Montgomery, Douglas C. & Rollier, Dwayne A., 1998. "A clustering algorithm for identifying multiple outliers in linear regression," Computational Statistics & Data Analysis, Elsevier, vol. 27(4), pages 461-484, June.
  45. Rusetski, Alexander, 2014. "Pricing by intuition: Managerial choices with limited information," Journal of Business Research, Elsevier, vol. 67(8), pages 1733-1743.
  46. Véronique Cariou & Stéphane Verdun & Emmanuelle Diaz & El Qannari & Evelyne Vigneau, 2009. "Comparison of three hypothesis testing approaches for the selection of the appropriate number of clusters of variables," Advances in Data Analysis and Classification, Springer, vol. 3(3), pages 227-241, December.
  47. P. (Sundar) Balakrishnan & Martha Cooper & Varghese Jacob & Phillip Lewis, 1994. "A study of the classification capabilities of neural networks using unsupervised learning: A comparison withK-means clustering," Psychometrika, Springer, vol. 59(4), pages 509-525, December.
  48. Vivien Kana Zeumo & Alexis Tsoukiàs & Blaise Some, 2012. "A new methodology for multidimensional poverty measurement based on the capability approach," Working Papers hal-00874627, HAL.
  49. Smink & Kim van der Putten, 2014. "Uraveling start-up processes with the help of sequence analyses," Innovation Studies Utrecht (ISU) working paper series 14-02, Utrecht University, Department of Innovation Studies, revised Jun 2014.
  50. Juita-Elena Yusuf, 2012. "A tale of two exits: nascent entrepreneur learning activities and disengagement from start-up," Small Business Economics, Springer, vol. 39(3), pages 783-799, October.
  51. Thomas Eckes & Peter Orlik, 1993. "An error variance approach to two-mode hierarchical clustering," Journal of Classification, Springer, vol. 10(1), pages 51-74, January.
  52. Yasemin Boztug & Thomas Reutterer, 2006. "A Combined Approach for Segment-Specific Analysis of Market Basket Data," SFB 649 Discussion Papers SFB649DP2006-006, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
  53. Michelsen, Carl Christian & Madlener, Reinhard, 2013. "Motivational factors influencing the homeowners’ decisions between residential heating systems: An empirical analysis for Germany," Energy Policy, Elsevier, vol. 57(C), pages 221-233.
  54. Douglas Steinley, 2007. "Validating Clusters with the Lower Bound for Sum-of-Squares Error," Psychometrika, Springer, vol. 72(1), pages 93-106, March.
  55. Kojadinovic, Ivan, 2010. "Hierarchical clustering of continuous variables based on the empirical copula process and permutation linkages," Computational Statistics & Data Analysis, Elsevier, vol. 54(1), pages 90-108, January.
  56. Franke, Nikolaus & Hippel, Eric von, 2003. "Satisfying heterogeneous user needs via innovation toolkits: the case of Apache security software," Research Policy, Elsevier, vol. 32(7), pages 1199-1215, July.
  57. Latruffe, Laure & Dupuy, Aurelia & Desjeux, Yann, 2012. "What would farmers’ strategies be in a no-CAP situation? An illustration to France," 86th Annual Conference, April 16-18, 2012, Warwick University, Coventry, UK 134989, Agricultural Economics Society.
  58. Mark Chiang & Boris Mirkin, 2010. "Intelligent Choice of the Number of Clusters in K-Means Clustering: An Experimental Study with Different Cluster Spreads," Journal of Classification, Springer, vol. 27(1), pages 3-40, March.
  59. Robert Atlas & John Overall, 1994. "Comparative evaluation of two superior stopping rules for hierarchical cluster analysis," Psychometrika, Springer, vol. 59(4), pages 581-591, December.
  60. Jeroen Klomp & Jakob Haan, 2010. "Measuring Health: A Multivariate Approach," Social Indicators Research, Springer, vol. 96(3), pages 433-457, May.
  61. Brito, M. R. & Chávez, E. L. & Quiroz, A. J. & Yukich, J. E., 1997. "Connectivity of the mutual k-nearest-neighbor graph in clustering and outlier detection," Statistics & Probability Letters, Elsevier, vol. 35(1), pages 33-42, August.
  62. Natalia Soledad Kruger, 2011. "La segmentación educativa en Argentina: exploración empírica en base a PISA 2009," Investigaciones de Economía de la Educación volume 6, in: Antonio Caparrós Ruiz (ed.), Investigaciones de Economía de la Educación 6, edition 1, volume 6, chapter 8, pages 135-155 Asociación de Economía de la Educación.
  63. Öttl, Gerald & Böck, Philipp & Werpup, Nadja & Schwarze, Malte, 2013. "Derivation of representative air traffic peaks as standard input for airport related simulation," Journal of Air Transport Management, Elsevier, vol. 28(C), pages 31-39.
  64. Jan Schepers & Eva Ceulemans & Iven Mechelen, 2008. "Selecting Among Multi-Mode Partitioning Models of Different Complexities: A Comparison of Four Model Selection Criteria," Journal of Classification, Springer, vol. 25(1), pages 67-85, June.
  65. Collantes, Gustavo O, 2006. "The California Zero-Emission Vehicle Mandate: A Study of the Policy Process, 1990-2004," Institute of Transportation Studies, Working Paper Series qt9030893m, Institute of Transportation Studies, UC Davis.
  66. Deetz, Marcus & Poddig, Thorsten & Varmaz, Armin, 2009. "Klassifizierung von Hedge-Fonds durch das k-means Clustering von Self-Organizing Maps: eine renditebasierte Analyse zur Selbsteinstufungsgüte und Stiländerungsproblematik
    [Classifying Hedge Funds
    ," MPRA Paper 16939, University Library of Munich, Germany.
  67. Henk Kiers & Donatella Vicari & Maurizio Vichi, 2005. "Simultaneous classification and multidimensional scaling with external information," Psychometrika, Springer, vol. 70(3), pages 433-460, September.
  68. Kim, Jaejik & Billard, L., 2011. "A polythetic clustering process and cluster validity indexes for histogram-valued objects," Computational Statistics & Data Analysis, Elsevier, vol. 55(7), pages 2250-2262, July.
  69. Laure Latruffe & Aurélia Dupuy & Yann Desjeux, 2012. "What would farmers’ strategies be in a no-CAP situation? An illustration from France," Working Papers SMART - LERECO 12-02, INRA UMR SMART.
  70. Pamela Kaval, 2007. "Understanding Stakeholder Values Using Cluster Analysis," Working Papers in Economics 07/16, University of Waikato, Department of Economics.
  71. Jack DeWaard & Keuntae Kim & James Raymer, 2012. "Migration Systems in Europe: Evidence From Harmonized Flow Data," Demography, Springer, vol. 49(4), pages 1307-1333, November.
  72. Jan Novotný & Jan Hanousek & Evžen Kočenda, 2013. "Price Jump Indicators: Stock Market Empirics During the Crisis," William Davidson Institute Working Papers Series wp1050, William Davidson Institute at the University of Michigan.
  73. Arnswald, Torsten, 2001. "Investment Behaviour of German Equity Fund Managers," Discussion Paper Series 1: Economic Studies 2001,08, Deutsche Bundesbank, Research Centre.
  74. Fang, Yixin & Wang, Junhui, 2012. "Selection of the number of clusters via the bootstrap method," Computational Statistics & Data Analysis, Elsevier, vol. 56(3), pages 468-477.
  75. Abba Krieger & Paul Green, 1999. "A cautionary note on using internal cross validation to select the number of clusters," Psychometrika, Springer, vol. 64(3), pages 341-353, September.
  76. Élisabeth Lefebvre & Louis A. Lefebvre & Lise Préfontaine, 1996. "Technological Learning and Organizational Context: Fit and Performance in SMEs," CIRANO Working Papers 96s-32, CIRANO.
  77. Burstedde, Barbara, 2012. "From Nodal to Zonal Pricing - A Bottom-Up Approach to the Second-Best," EWI Working Papers 2012-9, Energiewirtschaftliches Institut an der Universitaet zu Koeln.
  78. Eric Holman, 1992. "Statistical properties of large published classifications," Journal of Classification, Springer, vol. 9(2), pages 187-210, December.