Artikel

Intensidad exportadora e interacción entre fortalezas del marketing mix: Un análisis basado en redes neuronales artificiales

Among the determining factors in export activity, many studies have high- lighted the relevance of the marketing mix. Generally, the majority of them use a variables analysis to focus on specific strategies, in particular, standardized-adaptations. This paper analyzes if there is an interactive effect of strength generated in different variables of the marketing mix that can be associated with different export profiles. The Extreme Learning Machine (ELM) algorithm has been used within the Multilayer Perceptron (MLP) of Artificial Neural Networks (ANN). In addition, the analyses combine a novel approach for sensitivity analysis developed ad hoc for this paper to determine the individual and interactive effects of predictable variables on the dependent variable in classification problems of a dichotomous nature. The results obtained allow us to confirm the existence of the postulated interactive effects, simultaneously revealing the usefulness of ANN and of the sensitivity analysis proposed for research in the area of marketing and, specifically, in firms' internationalization studies.

Language
Spanisch

Bibliographic citation
Journal: Revista de Métodos Cuantitativos para la Economía y la Empresa ; ISSN: 1886-516X ; Volume: 18 ; Year: 2014 ; Pages: 88-111 ; Sevilla: Universidad Pablo de Olavide

Classification
Wirtschaft
Marketing
Subject
internationalization
marketing mix
Artificial Neural Networks
Extreme Learning Machine
sensitivity analysis

Event
Geistige Schöpfung
(who)
Gutiérrez-Villar, Belén
Montero-Simó, María José
Araque-Padilla, Rafael Ángel
Castro-González, Pilar
Event
Veröffentlichung
(who)
Universidad Pablo de Olavide
(where)
Sevilla
(when)
2014

Handle
Last update
10.03.2025, 11:45 AM CET

Data provider

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Object type

  • Artikel

Associated

  • Gutiérrez-Villar, Belén
  • Montero-Simó, María José
  • Araque-Padilla, Rafael Ángel
  • Castro-González, Pilar
  • Universidad Pablo de Olavide

Time of origin

  • 2014

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