Top corporate brands and the global structure of country brand positioning: An AutoCM ANN approach

被引:5
作者
Ferilli, Guido [1 ]
Sacco, Pier Luigi [1 ]
Teti, Emanuele [2 ]
Buscema, Massimo [3 ,4 ]
机构
[1] IULM Univ, Dept Comparat Literatures & Language Sci, Via Carlo Bo 1, I-20143 Milan, Italy
[2] Bocconi Univ, SDA Business Sch, Via Bocconi 8, I-20136 Milan, Italy
[3] Seme Res Ctr, Via Sersale 117, I-00128 Rome, Italy
[4] Univ Colorado, Dept Math & Stat Sci, CCMB, POB 173364, Denver, CO 80217 USA
关键词
Country brand; Country image; Corporate brand; AutoCM ANN; Minimum spanning tree; Maximum regular graph; OF-ORIGIN RESEARCH; CONSUMER EVALUATIONS; DECISION-MAKING; QUALITY; IMAGE; PERCEPTION; PRODUCTS; VOLKSWAGEN; RELEVANCE; SYSTEM;
D O I
10.1016/j.eswa.2016.08.054
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Working on the top 100 Interbrand world corporate brands dataset over the 10-years period 2001-10, we analyze the relative positioning of country brands as derived from the structural characteristics of the corresponding portfolios of top corporate brands. We find that the structural complexity of both sector and country variables are not correlated with brand equity. Moreover, we apply an innovative ANN methodology, AutoCM, to build the Minimum Spanning Tree (MST) of the multi-dimensional similarities among the top corporate brands structures at country level, and carry out a further related analysis in terms of the so called Maximum Regular Graph (MRG). We find that while the USA dominates the ranking of top brands at a global level, it does not have a central positioning in the MST and MRG, whereas Germany and other European and Far-Eastern countries do. We show how these results may have significant implications for the strategic intelligence analysis of country and corporate brands, and of their inter-relatedness. Moreover, we illustrate how AutoCM qualifies as a new computational approach that usefully expands the toolbox of scholars and analysts in corporate and country branding in a relevant, as yet unexplored direction. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:62 / 75
页数:14
相关论文
共 74 条
  • [21] K-CM: A new artificial neural network. Application to supervised pattern recognition
    Buscema, M.
    Consonni, V.
    Ballabio, D.
    Mauri, A.
    Massini, G.
    Breda, M.
    Todeschini, R.
    [J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2014, 138 : 110 - 119
  • [22] Auto-Contractive Maps: An Artificial Adaptive System for Data Mining. An Application to Alzheimer Disease
    Buscema, Massimo
    Grossi, Enzo
    Snowdon, Dave
    Antuono, Piero
    [J]. CURRENT ALZHEIMER RESEARCH, 2008, 5 (05) : 481 - vii
  • [23] MST Fitness Index and implicit data narratives: A comparative test on alternative unsupervised algorithms
    Buscema, Massimo
    Sacco, Pier Luigi
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2016, 461 : 726 - 746
  • [24] The H0 function, a new index for detecting structural/topological complexity information in undirected graphs
    Buscema, Massimo
    Asadi-Zeydabadi, Masoud
    Lodwick, Weldon
    Breda, Marco
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2016, 447 : 355 - 378
  • [25] Auto-contractive Maps, the H Function, and the Maximally Regular Graph (MRG): A New Methodology for Data Mining
    Buscema, Massimo
    Sacco, Pier L.
    [J]. APPLICATIONS OF MATHEMATICS IN MODELS, ARTIFICIAL NEURAL NETWORKS AND ARTS: MATHEMATICS AND SOCIETY, 2010, : 227 - +
  • [26] An examination of the effects of partitioned country of origin on consumer product quality perceptions
    Chowdhury, Humayun K.
    Ahmed, Jashim U.
    [J]. INTERNATIONAL JOURNAL OF CONSUMER STUDIES, 2009, 33 (04) : 496 - 502
  • [27] Evaluation of wine by expert and novice consumers in the presence of variations in quality, brand and country of origin cues
    D'Alessandro, Steven
    Pecotich, Anthony
    [J]. FOOD QUALITY AND PREFERENCE, 2013, 28 (01) : 287 - 303
  • [28] Networks in Coronary Heart Disease Genetics As a Step towards Systems Epidemiology
    Drenos, Fotios
    Grossi, Enzo
    Buscema, Massimo
    Humphries, Steve E.
    [J]. PLOS ONE, 2015, 10 (05):
  • [29] Consumers' perception of the complexity of selected household purchase decisions
    Erasmus, Alet C.
    Donoghue, Sune
    Dobbelstein, Thomas
    [J]. JOURNAL OF RETAILING AND CONSUMER SERVICES, 2014, 21 (03) : 293 - 305
  • [30] Fukuyama Francis., 2006, END HIST LAST MAN