Curry B, Davies F, Evans M, Moutinho L, Phillips P. "The Kohonen self-organising map as an alternative to cluster analysis: an application to direct marketing" INTERNATIONAL JOURNAL OF MARKET RESEARCH 45 (2): 191-211 2003

Eugene Garfield garfield at CODEX.CIS.UPENN.EDU
Thu Jun 26 15:58:12 EDT 2003


Professor Bruce Curry : Curry at cardiff.ac.uk

Title   :  The Kohonen self-organising map as an alternative to cluster
           analysis: an application to direct marketing

Author  :  Curry B, Davies F, Evans M, Moutinho L, Phillips P

Journal :  INTERNATIONAL JOURNAL OF MARKET RESEARCH 45 (2): 191-211 2003

 Document type: Article    Language: English
 Cited References: 27      Times Cited: 0


Abstract:
This paper examines the potential of the Kohonen self-organising map (SOM)
in a marketing context. It deals specifically with consumer attitudes
towards direct
marketing. The SOM belongs to the general class of neural network (NN)
models, but differs from the now orthodox way in which NNs are implemented.
The
major difference is that network learning is 'unsupervised', in which case
the SOM is related to clustering methods. The result of an SOM is a
two-dimensional grid
of related 'prototypes' rather than non-overlapping clusters. The method
involves iterative adjustment of the prototypes in such a way as to capture
and preserve the
properties of the data. We show how the resulting maps offer useful new
perspectives.

KeyWords Plus:
STRATEGIC GROUPS

Addresses:
Curry B, Univ Wales Coll Cardiff, Cardiff Business Sch, Cardiff, S Glam,
Wales
Univ Wales Coll Cardiff, Cardiff Business Sch, Cardiff, S Glam, Wales
Univ Glasgow, Glasgow G12 8QQ, Lanark, Scotland
Univ Surrey, Guildford GU2 5XH, Surrey, England

Publisher:
MARKET RESEARCH SOCIETY, LONDON

IDS Number:
676QF

ISSN:
1470-7853

 Cited Author            Cited Work                Volume    Page   Year

 BROCKETT PL           J RISK INSUR                  65       245      1998
 CESPEDES FV           SLOAN MANAGEMENT SUM                     7      1993
 COTTRELL M            J FORECASTING                 17       429      1998
 CURRY B               COMPUT OPER RES               29       951      2002
 CURRY B               EXPERT SYST                   18        19      2001
 DARIAN JC             J RETAILING                   63       163      1987
 EVANS MJ              J MARK COMMUN                  2        51      1996
 EVERITT BS            CLUSTER ANAL                                    1993
 GEHRT KC              J DIRECT MARKETING             6        29      1992
 GILLETT PL            J MARKETING                   40        81      1976
 HARDLE W              APPL NONPARAMETRIC R                            1990
 KETCHEN DJ            STRATEGIC MANAGE J            17       441      1996
 KOHONEN T             SELF ORG ASS MEMORY                             1995
 LOZANO S              EUR J OPER RES               108       106      1998
 MACQUEEN J            5TH P BERK S MATH ST           1       281      1967
 MAYNARD ML            J DIRECT MARKETING            10        34      1996
 MAZANEC JA            CORNELL HOTEL RESTAU          36        80      1995
 MILNE GR              J DIRECT MARKETING            10        22      1996
 MULIER F              NEURAL COMPUT                  8       164      1995
 OMALLEY L             IN PRESS J MARKETING                            1996
 ORWIG RE              J AM SOC INFORM SCI           48       157      1997
 PATTERSON M           J DATABASE MARKETING           7                1999
 PATTERSON M           J TARGETING MEASUREM           4       201      1996
 RITTER H              NEURAL COMPUTATION S                            1992
 ROSENBERG L           HARVARD BUSINESS JUL                   103      1980
 SERRANOCINCA C        J FORECASTING                 17       415      1998
 WANG P                J DIRECT MARKETING             7         7      1993



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_______________________________________________________________________
Eugene Garfield, PhD.  email: garfield at codex.cis.upenn.edu
home page: www.eugenegarfield.org
Tel: 215-243-2205 Fax 215-387-1266
President, The Scientist LLC. www.the-scientist.com
Chairman Emeritus, ISI www.isinet.com
Past President, American Society for Information Science and Technology
(ASIS&T)  www.asis.org
_______________________________________________________________________



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