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Titlebook: Rough Sets and Intelligent Systems Paradigms; International Confer Marzena Kryszkiewicz,James F. Peters,Andrzej Skowr Conference proceeding

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Mining Numerical Data—A Rough Set Approacheas, called MLEM2, induces high quality rules in terms of both simplicity (number of rules and total number of conditions) and accuracy. Additionally, MLEM2 induces rules not only from complete data sets but also from data with missing attribute values, with or without numerical attributes.
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Hierarchical Rough Classifiersfying unseen objects into lower or upper approximations of concepts. This paper investigates a class of compound classifiers called multi-level (or hierarchical) rough classifiers (MLRC). We present the most recent issues on the construction of such classifiers from data using concept ontology as an
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Discrete Duality and Its Applications to Reasoning with Incomplete Informationed. We show how such a discrete duality contributes to proving completeness of logical systems and to correspondence theory. Next, we outline applications of discrete dualities to analysis of data in information systems with incomplete information in the rough set-style, and in contexts of formal co
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Toward Approximate Adaptive Learningally. The solution to this problem hearkens back to the pioneering work during the 1980s by Zdzisław Pawlak and others on classification of objects and approximation spaces, where elementary sets of equivalent objects a framework for perceptions concerning observed behaviours. The seminal work by Ol
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MIRAI: Multi-hierarchical, FS-Tree Based Music Information Retrieval Systemmusic objects in real time. Recently, numerous successful approaches on musical data feature extraction and selection have been proposed for instrument recognition in monophonic sounds. Unfortunately, none of these methods can be successfully applied to polyphonic sounds. Identification of music ins
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