Integrating knowledge-based systems and databases

Argument-based mixed recommenders and their application to movie suggestion

“…However, to be useful in real-world applications, massive data-driven systems cannot rely on information manually added to a DeLP program. Therefore, the integration of knowledge-based systems (such as recommenders) with large repositories is widely acknowledged as a central issue in the development of real-world scale systems (Grimson, 1993;Laenens & Vermeir, 1990). As an indication of this, consider the efforts made over the years to connect artificial intelligence technologies with large repositories in the form of databases by various approaches in areas such as data mining (Fayyad, Piatetsky-Shapiro, & Smyth, 1996;Kurgan & Musilek, 2006), machine learning (Michie, 1990), or deductive databases (Williams et al, 1988;Ramakrishnan & Ullman, 1993).…”

Relational databases as a massive information source for defeasible argumentation

“…Integration of Knowledge-Based Systems with large repositories in the form of databases is been widely acknowledged as central in the development of such systems in a real-world scale [33,34]. Thus, the problem of making inferences from large repositories of data is one that has been addressed over the years by various approaches, e.g.…”