Probabilistic Implication Bases in FCA and Probabilistic Bases of GCIs in ℰℒ
Publikation: Beitrag in Fachzeitschrift › Forschungsartikel › Beigetragen › Begutachtung
Beitragende
Abstract
A probabilistic formal context is a triadic context the third dimension of which is a set of worlds equipped with a probability measure. After a formal definition of this notion, this document introduces probability of implications with respect to probabilistic formal contexts, and provides a construction for a base of implications the probabilities of which exceed a given lower threshold. A comparison between confidence and probability of implications is drawn, which yields the fact that both measures do not coincide. Furthermore, the results are extended towards the lightweight description logic 𝓔𝓛⊥ with probabilistic interpretations, and a method for computing a base of general concept inclusions the probabilities of which are greater than a pre-defined lower bound is proposed. Additionally, we consider so-called probabilistic attributes over probabilistic formal contexts, and provide a method for the axiomatization of implications over probabilistic attributes.
Details
| Originalsprache | Englisch |
|---|---|
| Seiten (von - bis) | 511-546 |
| Seitenumfang | 36 |
| Fachzeitschrift | International journal of general systems |
| Jahrgang | 2017 |
| Ausgabenummer | 46(5) |
| Publikationsstatus | Veröffentlicht - 8 Aug. 2017 |
| Peer-Review-Status | Ja |
Externe IDs
| ORCID | /0000-0003-0219-0330/work/153109398 |
|---|---|
| Scopus | 85027164218 |