Articles with "fuzzy rough" as a keyword



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Hesitant fuzzy rough set over two universes and its application in decision making

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Published in 2017 at "Soft Computing"

DOI: 10.1007/s00500-015-1882-3

Abstract: In this paper, we propose a general decision-making framework based on the HF rough set model over two universes. By a constructive approach, the HF rough set model over two universes is first presented and… read more here.

Keywords: fuzzy rough; two universes; hesitant fuzzy; rough set ... See more keywords
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Novel soft fuzzy rough rings (ideals) of rings and their application in decision making

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Published in 2019 at "Soft Computing"

DOI: 10.1007/s00500-017-2967-y

Abstract: In this paper, we investigate the relationship among soft sets, rough sets, fuzzy sets and rings. The notion of soft fuzzy rough rings (ideals) of rings is introduced, which is an extended notion of soft… read more here.

Keywords: fuzzy rough; rings ideals; soft fuzzy; decision making ... See more keywords
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New filter approaches for feature selection using differential evolution and fuzzy rough set theory

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Published in 2020 at "Neural Computing and Applications"

DOI: 10.1007/s00521-020-04744-7

Abstract: Nowadays the incredibly advanced developments in information technologies have led to exponential growth in the datasets with respect to both the dimensionality and the sample size. This trend can be easily illustrated in popular online… read more here.

Keywords: fuzzy rough; rough set; differential evolution; feature selection ... See more keywords
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Novel classes of coverings based multigranulation fuzzy rough sets and corresponding applications to multiple attribute group decision-making

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Published in 2020 at "Artificial Intelligence Review"

DOI: 10.1007/s10462-020-09846-1

Abstract: The notion of covering based multigranulation fuzzy rough set (CMGFRS) models is a generalization of both granular computing and covering based fuzzy rough sets. Therefore it has become a powerful tool for coping with vague… read more here.

Keywords: methodology; coverings based; fuzzy rough; cmgfrs models ... See more keywords
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A Novel Human Diabetes Biomarker Recognition Approach Using Fuzzy Rough Multigranulation Nearest Neighbour Classifier Model.

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Published in 2020 at "Interdisciplinary sciences, computational life sciences"

DOI: 10.1007/s12539-020-00391-7

Abstract: The selection of gene identifier from microarray databases is a challenging task since microarray contains large number of gene attributes for a few samples. This article proposes a novel fuzzy-rough set-based gene expression features selection… read more here.

Keywords: fuzzy rough; neighbour classifier; human diabetes; nearest neighbour ... See more keywords
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Fuzzy rough discrimination and label weighting for multi-label feature selection

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Published in 2021 at "Neurocomputing"

DOI: 10.1016/j.neucom.2021.09.007

Abstract: Abstract Fuzzy rough set is a theoretical framework of fuzzy uncertainty management, and discernibility matrix offers a mathematical foundation for algorithm construction of feature learning. The approaches of fuzzy rough set and discernibility matrix have… read more here.

Keywords: fuzzy rough; label; multi label; discernibility matrix ... See more keywords
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Prediction of cancer using customised fuzzy rough machine learning approaches

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Published in 2019 at "Healthcare Technology Letters"

DOI: 10.1049/htl.2018.5055

Abstract: This Letter proposes a customised approach for attribute selection applied to the fuzzy rough quick reduct algorithm. The unbalanced data is balanced using synthetic minority oversampling technique. The huge dimensionality of the cancer data is… read more here.

Keywords: fuzzy rough; using customised; customised fuzzy; cancer ... See more keywords
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Axiomatic characterizations of L-fuzzy rough sets by L-fuzzy unions and L-fuzzy intersections

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Published in 2022 at "International Journal of General Systems"

DOI: 10.1080/03081079.2021.2024178

Abstract: In this paper, considering L being a complete residuated lattice, we first introduce the concept of mediate L-fuzzy relations and give its characterizations by L-fuzzy upper and lower rough approximation operators. Then we provide an… read more here.

Keywords: characterizations fuzzy; rough sets; unions fuzzy; sets fuzzy ... See more keywords
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Novel Models of Fuzzy Rough Coverings Based on Fuzzy α-Neighborhood and its Application to Decision-Making

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Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.3044213

Abstract: Recently, the concept of a fuzzy $\alpha $ - neighborhood operator with reflexivity was established and a fuzzy rough set covering based on a fuzzy $\alpha $ - neighborhood operator was defined by Zhang et… read more here.

Keywords: tex math; neighborhood; inline formula; fuzzy rough ... See more keywords

Confidence Level Aggregation Operators Based on Intuitionistic Fuzzy Rough Sets With Application in Medical Diagnosis

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Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3236410

Abstract: In recent days, due to the complexities of different diseases of similar types, it becomes very difficult to diagnose an accurate type of disease, and so medical diagnosis becomes a difficult task for the experts… read more here.

Keywords: intuitionistic fuzzy; aggregation operators; fuzzy rough; medical diagnosis ... See more keywords
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A Novel Approach Toward Q-Rung Orthopair Fuzzy Rough Dombi Aggregation Operators and Their Application to Decision-Making Problems

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Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3264831

Abstract: Since three way decision making is a better tool in order to deal with uncertain decision making problem. Therefore, in this paper a three way decision making approach is presented under q-rung orthopair fuzzy rough… read more here.

Keywords: orthopair fuzzy; rung orthopair; dombi; decision making ... See more keywords