An Empirical Comparison of Feature Reduction Methods in the Context of Microarray Data Classification

Artificial Neural Networks in Pattern Recognition - Lecture Notes in Computer Science ◽

10.1007/11829898_24 ◽

2006 ◽

pp. 260-273

Author(s):

Hans A. Kestler ◽

Christoph Müssel

Keyword(s):

Microarray Data ◽

Data Classification ◽

Feature Reduction ◽

Empirical Comparison ◽

Reduction Methods

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OFMDC: Optimal Framework for Microarray Data Classification Using Eigenvector Decomposition for Cancer Disease

Advances in Intelligent Systems and Computing - Cybernetics and Automation Control Theory Methods in Intelligent Algorithms ◽

10.1007/978-3-030-19813-8_36 ◽

2019 ◽

pp. 349-356

Author(s):

V. Sudha ◽

H. A. Girijamma

Keyword(s):

Microarray Data ◽

Data Classification ◽

Cancer Disease

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Hybrid Methods to Select Informative Gene Sets in Microarray Data Classification

AI 2007: Advances in Artificial Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-540-76928-6_97 ◽

2007 ◽

pp. 810-814 ◽

Cited By ~ 5

Author(s):

Pengyi Yang ◽

Zili Zhang

Keyword(s):

Microarray Data ◽

Hybrid Methods ◽

Data Classification ◽

Informative Gene ◽

Gene Sets

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A New ECOC Algorithm for Multiclass Microarray Data Classification

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

10.1109/icpr.2018.8545875 ◽

2018 ◽

Cited By ~ 2

Author(s):

Mengxin Sun ◽

Kunhong Liu ◽

Qingqi Hong ◽

Beizhan Wang

Keyword(s):

Microarray Data ◽

Data Classification

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An Ensemble of Filters and Wrappers for Microarray Data Classification

Machine Learning and Applications An International Journal ◽

10.5121/mlaij.2016.3201 ◽

2016 ◽

Vol 3 (2) ◽

pp. 01-17 ◽

Cited By ~ 2

Author(s):

Mohamad Morovvat ◽

Alireza Osareh

Keyword(s):

Microarray Data ◽

Data Classification

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Random forest for gene selection and microarray data classification

Bioinformation ◽

10.6026/97320630007142 ◽

2011 ◽

Vol 7 (3) ◽

pp. 142-146 ◽

Cited By ~ 27

Author(s):

Kohbalan Moorthy ◽

Mohd Saberi Mohamad

Keyword(s):

Random Forest ◽

Microarray Data ◽

Gene Selection ◽

Data Classification

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Parallel Fuzzy Cognitive Map Using Evolutionary Feature Reduction for Big Data Classification Problem

Social Transformation – Digital Way - Communications in Computer and Information Science ◽

10.1007/978-981-13-1343-1_22 ◽

2018 ◽

pp. 226-239 ◽

Cited By ~ 1

Author(s):

M. V. Judy ◽

Gayathri Soman

Keyword(s):

Big Data ◽

Data Classification ◽

Classification Problem ◽

Cognitive Map ◽

Feature Reduction ◽

Fuzzy Cognitive Map ◽

Big Data Classification

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A Fusion-Based Feature Selection Framework for Microarray Data Classification

Lecture Notes on Data Engineering and Communications Technologies - Innovative Systems for Intelligent Health Informatics ◽

10.1007/978-3-030-70713-2_52 ◽

2021 ◽

pp. 565-576

Author(s):

Talal Almutiri ◽

Faisal Saeed ◽

Manar Alassaf ◽

Essa Abdullah Hezzam

Keyword(s):

Feature Selection ◽

Microarray Data ◽

Data Classification ◽

Selection Framework

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A comparative study of nonlinear manifold learning methods for cancer microarray data classification

Expert Systems with Applications ◽

10.1016/j.eswa.2012.10.044 ◽

2013 ◽

Vol 40 (6) ◽

pp. 2189-2197 ◽

Cited By ~ 17

Author(s):

Carlotta Orsenigo ◽

Carlo Vercellis

Keyword(s):

Comparative Study ◽

Manifold Learning ◽

Microarray Data ◽

Data Classification ◽

Learning Methods

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A Hybrid Approach to Feature Ranking for Microarray Data Classification

Engineering Applications of Neural Networks - Communications in Computer and Information Science ◽

10.1007/978-3-642-41016-1_26 ◽

2013 ◽

pp. 241-248 ◽

Cited By ~ 1

Author(s):

Dusan Popovic ◽

Alejandro Sifrim ◽

Charalampos Moschopoulos ◽

Yves Moreau ◽

Bart De Moor

Keyword(s):

Microarray Data ◽

Hybrid Approach ◽

Data Classification ◽

Feature Ranking

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A Comparative Study of Statistical Feature Reduction Methods for Arabic Text Categorization

Networked Digital Technologies - Communications in Computer and Information Science ◽

10.1007/978-3-642-14306-9_67 ◽

2010 ◽

pp. 676-682 ◽

Cited By ~ 3

Author(s):

Fouzi Harrag ◽

Eyas El-Qawasmeh ◽

Abdul Malik S. Al-Salman

Keyword(s):

Comparative Study ◽

Text Categorization ◽

Feature Reduction ◽

Arabic Text ◽

Statistical Feature ◽

Reduction Methods

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