Linear Temporal Public Announcement Logic: A New Perspective for Reasoning About the Knowledge of Multi-classifiers

In this paper, a formal transition system model is presented called Linear Temporal Public Announcement Logic (LTPAL) to extract knowledge in a classification process. The model combines Public Announcement Logic (PAL) and Linear Temporal Logic (LTL). For this purpose, first, an epistemic logic mode...

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Veröffentlicht in:Bulletin of the Iranian Mathematical Society 2023-04, Vol.49 (2), Article 12
Hauptverfasser: Hoseinpour Dehkordi, Amirhoshang, Alizadeh, Majid, Movaghar, Ali
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Sprache:eng
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Zusammenfassung:In this paper, a formal transition system model is presented called Linear Temporal Public Announcement Logic (LTPAL) to extract knowledge in a classification process. The model combines Public Announcement Logic (PAL) and Linear Temporal Logic (LTL). For this purpose, first, an epistemic logic model is created to capture information gathered by classifiers in single-framed data input. Next, using LTL, classifiers are considered for data stream inputs. Then, a verification method is proposed for such data streams. Finally, we formalize natural language properties in LTPAL with a video-stream object detection sample.
ISSN:1017-060X
1735-8515
DOI:10.1007/s41980-023-00757-9