Using Data Complexity Measures for Thresholding in Feature Selection Rankers

Advances in Artificial Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-319-44636-3_12 ◽

2016 ◽

pp. 121-131 ◽

Cited By ~ 5

Author(s):

Borja Seijo-Pardo ◽

Verónica Bolón-Canedo ◽

Amparo Alonso-Betanzos

Keyword(s):

Feature Selection ◽

Data Complexity ◽

Complexity Measures ◽

Using Data

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An extraction method for the characterization of the Fuzzy Rule Based Classification Systems' behavior using data complexity measures: A case of study with FH-GBML

International Conference on Fuzzy Systems ◽

10.1109/fuzzy.2010.5584810 ◽

2010 ◽

Cited By ~ 1

Author(s):

Julian Luengo ◽

Francisco Herrera

Keyword(s):

Extraction Method ◽

Fuzzy Rule ◽

Classification Systems ◽

Data Complexity ◽

Complexity Measures ◽

Rule Based ◽

Using Data

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Using Data Complexity Measures and an Evolutionary Cultural Algorithm for Gene Selection in Microarray Data

Soft Computing Letters ◽

10.1016/j.socl.2020.100007 ◽

2020 ◽

pp. 100007

Author(s):

Saeed Sarbazi-Azad ◽

Mohammad Saniee Abadeh ◽

Mohammad Erfan Mowlaei

Keyword(s):

Microarray Data ◽

Gene Selection ◽

Data Complexity ◽

Cultural Algorithm ◽

Complexity Measures ◽

Using Data

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Classifier Recommendation Using Data Complexity Measures

2018 24th International Conference on Pattern Recognition (ICPR) ◽

10.1109/icpr.2018.8545110 ◽

2018 ◽

Cited By ~ 4

Author(s):

Luis P. F. Garcia ◽

Ana C. Lorena ◽

Marcilio C. P. de Souto ◽

Tin Kam Ho

Keyword(s):

Data Complexity ◽

Complexity Measures ◽

Using Data

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Measuring Instance Hardness Using Data Complexity Measures

Intelligent Systems - Lecture Notes in Computer Science ◽

10.1007/978-3-030-61380-8_33 ◽

2020 ◽

pp. 483-497

Author(s):

José L. M. Arruda ◽

Ricardo B. C. Prudêncio ◽

Ana C. Lorena

Keyword(s):

Data Complexity ◽

Complexity Measures ◽

Using Data ◽

Instance Hardness

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An automatic extraction method of the domains of competence for learning classifiers using data complexity measures

Knowledge and Information Systems ◽

10.1007/s10115-013-0700-4 ◽

2013 ◽

Vol 42 (1) ◽

pp. 147-180 ◽

Cited By ~ 17

Author(s):

Julián Luengo ◽

Francisco Herrera

Keyword(s):

Extraction Method ◽

Automatic Extraction ◽

Data Complexity ◽

Complexity Measures ◽

Learning Classifiers ◽

Using Data

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Selection of the Best Base Classifier in One-Versus-One Using Data Complexity Measures

Advances in Artificial Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-319-44636-3_11 ◽

2016 ◽

pp. 110-120 ◽

Cited By ~ 1

Author(s):

Laura Morán-Fernández ◽

Verónica Bolón-Canedo ◽

Amparo Alonso-Betanzos

Keyword(s):

Data Complexity ◽

Complexity Measures ◽

Base Classifier ◽

Using Data ◽

Selection Of

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Data complexity measures in feature selection

2019 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2019.8852440 ◽

2019 ◽

Author(s):

Lucas C. Okimoto ◽

Ana C. Lorena

Keyword(s):

Feature Selection ◽

Data Complexity ◽

Complexity Measures

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Instance Ranking Using Data Complexity Measures for Training Set Selection

Lecture Notes in Computer Science - Pattern Recognition and Machine Intelligence ◽

10.1007/978-3-030-34869-4_20 ◽

2019 ◽

pp. 179-188

Author(s):

Junaid Alam ◽

T. Sobha Rani

Keyword(s):

Data Complexity ◽

Training Set ◽

Complexity Measures ◽

Using Data ◽

Training Set Selection

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Dynamic selection of normalization techniques using data complexity measures

Expert Systems with Applications ◽

10.1016/j.eswa.2018.04.008 ◽

2018 ◽

Vol 106 ◽

pp. 252-262 ◽

Cited By ~ 37

Author(s):

Sukirty Jain ◽

Sanyam Shukla ◽

Rajesh Wadhvani

Keyword(s):

Data Complexity ◽

Complexity Measures ◽

Dynamic Selection ◽

Using Data ◽

Selection Of

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Centralized vs. distributed feature selection methods based on data complexity measures

Knowledge-Based Systems ◽

10.1016/j.knosys.2016.09.022 ◽

2017 ◽

Vol 117 ◽

pp. 27-45 ◽

Cited By ~ 24

Author(s):

L. Morán-Fernández ◽

V. Bolón-Canedo ◽

A. Alonso-Betanzos

Keyword(s):

Feature Selection ◽

Data Complexity ◽

Selection Methods ◽

Complexity Measures

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