and extracted information from the textual and relational content of firms' websites by using machine learning techniques … and hyperlink analysis. We thereby proxied the innovative performance of firms using a deep learning text analysis …' innovation, whereas inter-regional relations connecting different parts of a network (i.e., weak ties) are positively associated …

and extracted information from the textual and relational content of firms' websites by using machine learning techniques … and hyperlink analysis. We thereby proxied the innovative performance of firms using a deep learning text analysis …' innovation, whereas inter-regional relations connecting different parts of a network (i.e., weak ties) are positively associated …

textual content and the hyperlinks among them. Using text-based machine learning models, we show that this Digital Layer can … classifying the nature of the firms' relationships (business vs. non-business) using a text-based machine learning classification … within the Digital Layer. The firm-level innovation indicators in this study come from traditional sources (survey and patent …

textual content and the hyperlinks among them. Using text-based machine learning models, we show that this Digital Layer can … classifying the nature of the firms’ relationships (business vs. non-business) using a text-based machine learning classification … within the Digital Layer. The firm-level innovation indicators in this study come from traditional sources (survey and patent …

textual content and the hyperlinks among them. Using text-based machine learning models, we show that this Digital Layer can … classifying the nature of the firms' relationships (business vs. non-business) using a text-based machine learning classification … within the Digital Layer. The firm-level innovation indicators in this study come from traditional sources (survey and patent …

and extracted information from the textual and relational content of firms’ websites by using machine learning techniques … and hyperlink analysis. We thereby proxied the innovative performance of firms using a deep learning text analysis …’ innovation, whereas inter-regional relations connecting different parts of a network (i.e., weak ties) are positively associated …