کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
384482 660847 2012 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Neural Networks to model the innovativeness perception of co-creative firms
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Neural Networks to model the innovativeness perception of co-creative firms
چکیده انگلیسی

Value co-creation is an emerging business, marketing and innovation paradigm describing the firms aptitude to adopt practices enabling their customers to become active participants in the design and development of personalised products, services and experiences. The main objective of our contribution is to make a quantitative analysis in order to assess the relationship between value co-creation and innovation in technology-driven firms: we are using Artificial Neural Network (ANN) to investigate the relationship between value co-creation and innovativeness, and Self Organising Map (SOM) models to cluster firms in terms of their degree of involvement in co-creation and innovativeness. Results from the ANN show that a strong relationship exists between value co-creation and innovativeness; furthermore, SOM are well performing in identifying cluster of firms that are more involved in co-creation values. Our work makes a methodological contribution by adopting and validating a combination of techniques that is able to address complexity and emergence in value co-creation systems.


► Value co-creation can be used to assess the innovativeness of a business.
► We use Neural Networks to assess the relationship between co-creation and innovation.
► Self Organising Maps have been used to classify firms accordingly to a new metric.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 39, Issue 16, 15 November 2012, Pages 12719–12726
نویسندگان
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