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Original Articles

Approaches to Customer Segmentation

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Pages 9-39 | Published online: 25 Sep 2008

References

  • Agresti , A. 2002 . Categorical data analysis , Hoboken, New Jersey : Wiley .
  • Akaike , H. 1974 . A new look at the statistical model identification . IEEE Transactions on Automatic Control , AC-19 ( 6 ) : 716 – 723 .
  • Aksoy , L. , Bloom , P. N. , Lurie , N. H. and Cooil , B. 2006 . Should recommendation agents think like people? . Journal of Service Research , 8 : 297 – 315 .
  • Ansoff , H. I. 1957 . Strategies for diversification . Harvard Business Review , : 113 – 124 . Sept.-Oct.
  • Bijmolt , T. H.A. , Paas , L. J. and Vermunt , J. K. 2004 . Country and consumer segmentation: multi-level latent class analysis of financial product ownership . International Journal of Research in Marketing , 21 : 323 – 340 .
  • Bock , T. and Uncles , M. 2002 . A taxonomy of differences between consumers for market segmentation . International Journal of Research in Marketing , 19 : 215 – 224 .
  • Bodapati , A. V. and Gupta , S. 2004 . The recoverability of segmentation structure from store-level aggregate data . Journal of Marketing Research , 41 : 351 – 364 .
  • Bozdogan , H. 1987 . Model selection and Akaike's information criterion (AIC): the general theory and its analytical extensions . Psychometrika , 52 : 345 – 370 .
  • Brusco , M. J. , Cradit , J. D. and Tashchian , A. 2003 . Multicriterion clusterwise regression for joint segmentation settings: an application to customer value . Journal of Marketing Research , 40 : 225 – 234 .
  • Chaney , P. , Cooil , B. and Jeter , D. 2006 . A classification of firms based on earnings attributes http:/ssrn.comUnpublished manuscript, available at SSRN:
  • Cheung , K. , Kwok , J. T. , Law , M. H. and Tsui , K. 2003 . Mining customer product ratings for personalized marketing . Decision Support Systems , 35 : 231 – 243 .
  • Cheung , K. , Tsui , K. and Liu , J. 2004 . Extended latent class models for collaborative recommendation . IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans , 34 ( 1 )
  • Chung , J. and Rao , V. R. 2003 . A general choice model for bundles with multiple-category products: application to market segmentation and optimal pricing for bundles . Journal of Marketing Research , 40 : 115 – 130 .
  • Cooil , Bruce , Keiningham , Timothy L. , Aksoy , Lerzan and Hsu , Michael . 2007 . A Longitudinal Analysis of Customer Satisfaction and Share of Wallet: Investigating the Moderating Effect of Customer Characteristics . Journal of Marketing , Vol. 71 ( 1 ) : 67 – 83 . (January)
  • DeSarbo , W. , Kamakura , W. and Wedel , M. 2005 . “ Latent structure regression ” . In The Handbook of Marketing Research: Uses, Misuses, and Future Advances , Edited by: Grover , R. and Vriens , M. Sage Publications . Chapter 19
  • DeSarbo , W. S. and DeSarbo , C. F. 2001 . “ A generalized normative segmentation methodology employing conjoint analysis ” . In Conjoint Measurement: Methods and Applications, , 2d. ed. , Edited by: Gustafsson , Anders , Herrmann , Andreas and Huber , Frank . 447 – 478 . Berlin : Springer .
  • DeSarbo , W. S. and Grisaffe , D. 1998 . Combinational optimization approaches to constrained market segmentation: an application to industrial market segmentation . Marketing Letters , 9 ( 2 ) : 115 – 134 .
  • DeSarbo , W. S. and Cron , W. L. 1988 . A maximum likelihood methodology for clusterwise linear regression . Journal of Classification , 5 : 249 – 282 .
  • DeSarbo , W. S. , Oliver , R. L. and Rangaswamy , A. 1989 . A simulated annealing methodology for clusterwise linear regression . Psychometrika , 54 : 707 – 736 .
  • Du , Rex Y. and Kamakura , W. A. 2006 . Household life cycles and lifestyles in the United States . Journal of Marketing Research , 43 : 121 – 132 .
  • Fisher , R. A. 1936 . The use of multiple measurements in taxonomic problems . Annals of Eugenics , 7 : 179 – 188 .
  • Foody , G. M. and Mathur , A. 2004 . A relative evaluation of multiclass Image classification by support vector machines . IEEE Transactions on Geoscience and Remote Sensing , 42 : 1335 – 1343 .
  • Friedman , J. H. 2006 . Comment: Classifier technology and the illusion of progress . Statistical Science , 21 : 15 – 18 .
  • Friedman , J. H. , Hastie , T. and Tibshirani , R. 2000 . Additive logistic regression: a statistical view of boosting . Annals of Statistics , 28 : 337 – 407 .
  • Friedman , J. H. and Meulman , J. J. 2004 . Clustering objects on subsets of attributes . Journal of the Royal Statistical Society, Series B , 66 : 815 – 849 . Part 4
  • Gower , J. C. 1971 . A general coefficient of similarity and some of its properties . Biometrics , 27 ( 4 ) : 857 – 871 .
  • Green , P. E. 1977 . A new approach to market segmentation . Business Horizons , : 61 – 73 .
  • Green , P. and Krieger , A. 1991 . Segmenting markets with conjoint analysis . Journal of Marketing , 55 : 20 – 31 .
  • Gupta , S. and Chintaugunta , P. K. 1994 . On using demographic variables to determine segment membership in logit mixture models . Journal of Marketing Research , 31 : 128 – 136 .
  • Hastie , T. , Tibshirani , R. and Friedman , J. H. 2001 . The elements of statistical learning , New York : Springer .
  • Hand , D. 2006 . Classifier technology and the illusion of progress . Statistical Science , 27 : 1 – 14 .
  • Hogan , J. E. , Lemon , K. N. and Rust , R. T. 2002 . Customer equity management: charting new directions for the future of marketing . Journal of Service Research , 5 ( 1 ) : 4 – 12 .
  • Kamakura , W. A. , Wedel , M. and Agrawal , J. 1994 . Concomitant variable latent class models for conjoint analysis . International Journal of Research in Marketing , 11 : 451 – 464 .
  • Kass , G. 1980 . An exploratory technique for investigating large quantities of categorical data . Applied Statistics , 29 : 119 – 127 .
  • Khan , R. J. and Jain , D. C. 2005 . An empirical analysis of price discrimination mechanisms and retailer profitability . Journal of Marketing Research , 42 : 516 – 524 .
  • Kim , Y. , Street , W. N. , Russell , G. J. and Menczer , F. 2005 . Customer targeting: a neural network approach guided by genetic algorithms . Marketing Science , 51 ( 2 ) : 264 – 276 .
  • Kotler , P. and Armstrong , G. 1999 . Principles of marketing , London : Prentice Hall .
  • Krieger , A. M. and Green , P. E. 1996 . Modifying cluster-based segments to enhance agreement with an exogenous response variable . Journal of Marketing Research , 33 : 351 – 363 .
  • Libai , B. , Narayandas , D. and Humby , C. 2002 . Toward an individual customer profitability model . Journal of Service Marketing , 5 ( 1 ) : 69 – 76 .
  • Magidson , J. Chi-squared analysis of a scalable dependent variable . Proceeding of the 1992 Annual Meeting of the American Statistical Association, Section on Statistical Education .
  • Magidson , J. 1994 . “ The CHAID approach to segmentation modeling: chi-squared automatic interaction detection ” . In Advanced Methods of Marketing Research , Edited by: Bagozzi , R. P. 118 – 159 . Cambridge, MA : Basil Blackwell .
  • Magidson , J. and Vermunt , J. K. 2005 . “ An extension of the CHAID tree-based segmentation algorithm to multiple dependent variables ” . In Classification: The Ubiquitous Challenge , Edited by: Weihs , C. and Gaul , W. 240 – 247 . Heidelberg : Springer .
  • McDonald , M. and Dunbar , I. 2004 . Market segmentation: how to do it, how to profit from it , London : Elsevier .
  • Mittal , V. and Kamakura , W. A. 2001 . Satisfaction, repurchase intent, and repurchase behavior: investigating the moderating effect of customer characteristics . Journal of Marketing Research , 38 : 131 – 142 .
  • Peterson , R. A. 1972 . Psychographics and media exposure. 12 (June) . Journal of Advertising Research , 12 : 17 – 20 . June
  • Ruiz , J. , Chabet , J. and Hansen , P. 2004 . Another trip to the mall: a segmentation study of customers based on their activities Les Cahiers du Gerard, G-2004–09
  • Rygieksji , C. , Wang , J. and Yan , D. C. 2002 . Data mining techniques for customer relationship management . Technology in Society , 24 : 483 – 502 .
  • Schwarz , G. 1978 . Estimating the dimension of a model . Annals of Statistics , 6 : 461 – 464 .
  • Sinha , I. and DeSarbo , W. S. 1988 . An integrated approach toward the spatial modeling of perceived customer value . Journal of Marketing Research , 35 : 236 – 249 .
  • Späth , H. 1979 . Algorithm 39: clusterwise linear regression . Computing , 22 : 367 – 73 .
  • Späth , H. 1982 . Algorithm 48: clusterwise linear regression . Computing , 29 : 175 – 81 .
  • Srinivasan , V. and Park , C. S. 1997 . Surprising robustness of the self-explicated approach to customer preference structure measurement . Journal of Marketing Research , 34 : 286 – 291 .
  • Verhoef , P. C. , Spring , P. N. , Hoekstra , J. C. and Leeflang , P. S.H. 2002 . The commercial use of segmentation and predictive modeling techniques for database marketing in the Netherlands . Decision Support Systems , 34 : 471 – 481 .
  • Vermunt , J. K. 2003 . Multilevel latent class models . Sociological Methodology , 33 : 213 – 239 .
  • Vermunt , J. K. and Magidson , J. 2005 . Technical Guide for Latent GOLD 4.0: Basic and Advanced , Belmont, MA : Statistical Innovations Inc .
  • Vermunt , J. K. and Magidson , J. 2002 . “ Latent class cluster analysis ” . In Applied latent class models , Edited by: Hagenaars , J. and McCutcheon , A. 89 – 106 . Cambridge University Press .
  • Wedel , M. and Kamakura , W. 1998 . Market segmentation: conceptual and methodological foundations , Boston : Kluwer .
  • Wedel , M. and Kistemaker , C. 1989 . Consumer benefit segmentation using clusterwise linear regression . International Journal of Research in Marketing , 6 : 45 – 59 .
  • Wedel , M. and Kistemaker , C. 1989 . A clusterwise regression method for simultaneous fuzzy market structuring and benefit segmentation . Journal of Marketing Research , 28 : 385 – 96 . November
  • Wind , Y. 1978 . Issues and advances in segmentation research . Journal of Marketing Research , 15 : 317 – 337 .
  • Wu , J. and DeSarbo , W. S. 2005 . Market segmentation for customer satisfaction studies via a new latent structure multidimensional scaling model . Applied Stochastic Models in Business and Industry , 21 : 303 – 309 .
  • Xu , R. and Wunsch , D. 2005 . Survey of clustering algorithms . IEEE Transactions of Neural Networks , 16 ( 3 ) : 645 – 678 .
  • Zhong , P. and Fukushima , M. 2006 . A new multi-class support vector algorithm . Optimization Methods and Software , 21 : 359 – 372 .

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