CFM-BD: A Distributed Rule Induction Algorithm for Building Compact Fuzzy Models in Big Data Classification Problems

Mikel Elkano; Jose Antonio Sanz; Edurne Barrenechea; Humberto Bustince; Mikel Galar

doi:10.1109/tfuzz.2019.2900856

CFM-BD: A Distributed Rule Induction Algorithm for Building Compact Fuzzy Models in Big Data Classification Problems

IEEE Transactions on Fuzzy Systems ◽

10.1109/tfuzz.2019.2900856 ◽

2020 ◽

Vol 28 (1) ◽

pp. 163-177 ◽

Cited By ~ 3

Author(s):

Mikel Elkano ◽

Jose Antonio Sanz ◽

Edurne Barrenechea ◽

Humberto Bustince ◽

Mikel Galar

Keyword(s):

Big Data ◽

Data Classification ◽

Rule Induction ◽

Classification Problems ◽

Fuzzy Models ◽

Big Data Classification

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Towards MapReduce approach with dynamic fuzzy inference/interpolation for big data classification problems

2017 IEEE 16th International Conference on Cognitive Informatics & Cognitive Computing (ICCI*CC) ◽

10.1109/icci-cc.2017.8109781 ◽

2017 ◽

Author(s):

Shangzhu Jin ◽

Jun Peng ◽

Dong Xie

Keyword(s):

Big Data ◽

Fuzzy Inference ◽

Data Classification ◽

Classification Problems ◽

Big Data Classification

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A global distributed approach to the Chi et al. fuzzy rule-based classification system for big data classification problems

2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) ◽

10.1109/fuzz-ieee.2017.8015544 ◽

2017 ◽

Cited By ~ 2

Author(s):

Mikel Elkano ◽

Mikel Galar ◽

Jose Sanz ◽

Gracaliz P. Dimuro ◽

Humberto Bustince

Keyword(s):

Big Data ◽

Classification System ◽

Fuzzy Rule ◽

Data Classification ◽

Classification Problems ◽

Rule Based ◽

Distributed Approach ◽

Big Data Classification

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CHI-BD: A fuzzy rule-based classification system for Big Data classification problems

Fuzzy Sets and Systems ◽

10.1016/j.fss.2017.07.003 ◽

2018 ◽

Vol 348 ◽

pp. 75-101 ◽

Cited By ~ 19

Author(s):

Mikel Elkano ◽

Mikel Galar ◽

Jose Sanz ◽

Humberto Bustince

Keyword(s):

Big Data ◽

Classification System ◽

Fuzzy Rule ◽

Data Classification ◽

Classification Problems ◽

Rule Based ◽

Big Data Classification

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An overview of recent distributed algorithms for learning fuzzy models in Big Data classification

Journal Of Big Data ◽

10.1186/s40537-020-00298-6 ◽

2020 ◽

Vol 7 (1) ◽

Cited By ~ 3

Author(s):

Pietro Ducange ◽

Michela Fazzolari ◽

Francesco Marcelloni

Keyword(s):

Big Data ◽

Distributed Algorithms ◽

Data Classification ◽

Fuzzy Models ◽

Big Data Classification

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A MapReduce Approach to Address Big Data Classification Problems Based on the Fusion of Linguistic Fuzzy Rules

International Journal of Computational Intelligence Systems ◽

10.1080/18756891.2015.1017377 ◽

2015 ◽

Vol 8 (3) ◽

pp. 422-437 ◽

Cited By ~ 61

Author(s):

Sara del Río ◽

Victoria López ◽

José Manuel Benítez ◽

Francisco Herrera

Keyword(s):

Big Data ◽

Data Classification ◽

Fuzzy Rules ◽

Classification Problems ◽

Big Data Classification ◽

Linguistic Fuzzy Rules

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An Incremental Approach to Address Big Data Classification Problems Using Cognitive Models

Cognitive Computation ◽

10.1007/s12559-019-09655-x ◽

2019 ◽

Vol 11 (3) ◽

pp. 347-366 ◽

Cited By ~ 3

Author(s):

Antonio González ◽

Raúl Pérez ◽

Rocío Romero-Zaliz

Keyword(s):

Big Data ◽

Data Classification ◽

Cognitive Models ◽

Classification Problems ◽

Incremental Approach ◽

Big Data Classification

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CHI-PG: A fast prototype generation algorithm for Big Data classification problems

Neurocomputing ◽

10.1016/j.neucom.2018.01.056 ◽

2018 ◽

Vol 287 ◽

pp. 22-33 ◽

Cited By ~ 4

Author(s):

Mikel Elkano ◽

Mikel Galar ◽

Jose Sanz ◽

Humberto Bustince

Keyword(s):

Big Data ◽

Data Classification ◽

Classification Problems ◽

Generation Algorithm ◽

Big Data Classification

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On the Usage of the Probability Integral Transform to Reduce the Complexity of Multi-Way Fuzzy Decision Trees in Big Data Classification Problems

2018 IEEE International Congress on Big Data (BigData Congress) ◽

10.1109/bigdatacongress.2018.00011 ◽

2018 ◽

Cited By ~ 2

Author(s):

Mikel Elkano ◽

Mikel Uriz ◽

Humberto Bustince ◽

Mikel Galar

Keyword(s):

Big Data ◽

Decision Trees ◽

Integral Transform ◽

Data Classification ◽

Fuzzy Decision ◽

Classification Problems ◽

Probability Integral Transform ◽

Probability Integral ◽

Big Data Classification ◽

Fuzzy Decision Trees

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CNB-MRF: Adapting Correlative Naive Bayes Classifier and MapReduce Framework for Big Data Classification

International Review on Computers and Software (IRECOS) ◽

10.15866/irecos.v11i11.10116 ◽

2016 ◽

Vol 11 (11) ◽

pp. 1007 ◽

Cited By ~ 3

Author(s):

Chitrakant Banchhor ◽

N. Srinivasu

Keyword(s):

Big Data ◽

Naive Bayes ◽

Data Classification ◽

Naïve Bayes ◽

Naive Bayes Classifier ◽

Bayes Classifier ◽

Naïve Bayes Classifier ◽

Mapreduce Framework ◽

Big Data Classification

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Folk Song Computer Big Data Classification and Analysis Research Based on National Style Characteristics

Journal of Physics Conference Series ◽

10.1088/1742-6596/1744/3/032117 ◽

2021 ◽

Vol 1744 (3) ◽

pp. 032117

Author(s):

Jin Yang

Keyword(s):

Big Data ◽

Data Classification ◽

Folk Song ◽

Big Data Classification ◽

National Style

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