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Outlier Detection using Soft Computing Techniques

Detecting Deviant Objects in Various Information Systems using Soft Computing Methods. DE

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Outlier Detection using Soft Computing Techniques T Sangeetha
Libristo kod: 45721313
Nakladnici OmniScriptum, studeni 2023
With the growth of the digital era, data is largely available, so knowledge retrieval from those dat... Cijeli opis
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With the growth of the digital era, data is largely available, so knowledge retrieval from those data is done by data mining algorithms. Among various data mining algorithms, finding outliers is crucial as their occurrence degrades system efficiency. The majority of the research was limited to detecting outliers in a single universe with a single granulation for numerical or categorical data. The existing machine learning outlier detection algorithms work well for quantitative data but they are not directly applied to qualitative, vague and imprecise data which produces ineffective results. There is also ambiguous, uncertain, incomplete, and indeterminate information that persists in this real world. These problems are handled in this research work using rough set theory, intuitionistic fuzzy, and neutrosophic sets. The proposed methodology rough entropy based weighted density outlier detection method has been designed to detect outliers for various information systems. The weighted density value for each object and attribute has been determined to detect outliers. So a true object will never be treated as an outlier.

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Informacije o knjizi

Puni naziv Outlier Detection using Soft Computing Techniques
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2024
Broj stranica 148
EAN 9786207473892
Libristo kod 45721313
Nakladnici OmniScriptum
Težina 238
Dimenzije 150 x 220
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