Stimulating R&D by Finding Frugal Patents: A Process Model and a Comparison Between Different Evaluation Methods
提出了一个四步过程模型，利用文本挖掘方法识别节俭专利，并在白色家电领域测试了搜索字符串优化和主题建模两种评估方法，发现两者各有优劣，混合方案可提高效率。
In order to stimulate research and development in their companies, managers, and technical experts might aim at identifying frugal patents from third parties by means of advanced text mining techniques. The same may be true for scientists who wish to improve their understanding of frugal inventions. For this purpose, we present a process model in four steps, and particularly analyze the evaluation step by applying different text-mining methods, namely search string refinement and topic modeling. Testing the process model in the technological field of white goods, we find that the process model as a whole as well as both evaluation methods are able to detect frugal patent candidates. Nevertheless, both methods have different profiles in terms of precision and recall. As a theoretical contribution, we suggest differentiating between two types of frugal invention namely those with frugal attributes concentrated in parts of the description and those with frugal attributes distributed throughout the description. As a managerial contribution, we show that a hybrid solution may be effective in identifying frugal patent candidates while reducing manual efforts for evaluation at the same time.