Beata Bal-Domańska: Propozycja procedury oceny zrównoważonego rozwoju w układzie presja -stan -reakcja w ujęciu przestrzennym / Proposal of the assessment of poviats sustainable development in the pressure -state -response system in spatial terms .
Ontology-based approach in exploratory analysis of textual data can significantly improve the qualityof the obtained results. On the other hand, the use of domain knowledge defined in the form ofontologies increases the time needed to prepare a model and makes required calculations morecomplex. The publication will discuss selected aspects of cluster analysis performed on documentsautomatically annotated using ontologies. It seems that methodological aspects of cluster analysisprocess, especially the way in which distances are determined, should depend on the structure of agiven ontology. Three cases involving the use of ontologies with linear, hierarchical and networkstructures will be discussed. The methodological aspects of ontology-based cluster analysis of textdocuments was used for analysis of projects’ descriptions related to the area of economics andregistered in the period 2019-2021. Only Horizon and Framework Program projects were included.
This chapter evaluates study program innovativeness based on an ontology-based measurement. It was supposed that topics of papers in leading journals in economics and management can be used as a “pattern of innovativeness” to reveal a connection between innovativeness of top innovative study programs of universities and the subjects from the research articles. The proposed method has been implemented by authors in R and Python languages to analyze the programs in economics and management at the top innovative universities. The proposed methodology has a much wider range of applications than the assessment of the innovation of study programs and can be useful for measuring innovative performance of different aspects of research activities or publications and for identification of the top innovative subjects.
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