An efficient feature selection framework based on information theory for high dimensional data

Feature redundancy term variation for mutual information-based feature selection

(2020) Wanfu Gao et al.   APPLIED INTELLIGENCE

Dynamic feature selection method with minimum redundancy information for linear data

(2020) HongFang Zhou et al.   APPLIED INTELLIGENCE

Feature selection for multi-label classification by maximizing full-dimensional conditional mutual information

(2020) Zhi-Chao Sha et al.   APPLIED INTELLIGENCE

A novel hybrid feature selection method based on dynamic feature importance

(2020) Guangfen Wei et al.   APPLIED SOFT COMPUTING

Overview and comparative study of dimensionality reduction techniques for high dimensional data

(2020) Shaeela Ayesha et al.   Information Fusion

Feature selection considering Uncertainty Change Ratio of the class label

(2020) Ping Zhang et al.   APPLIED SOFT COMPUTING

A Classification Framework using a Diverse Intensified Strawberry Optimized Neural Network (DISON) for Clinical Decision-making

(2020) S. Sreejith et al.   Cognitive Systems Research

An efficient multivariate feature ranking method for gene selection in high-dimensional microarray data

(2020) Junghye Lee et al.   EXPERT SYSTEMS WITH APPLICATIONS

Hybrid Fast Unsupervised Feature Selection for High-dimensional Data

(2019) Zhaleh Manbari et al.   EXPERT SYSTEMS WITH APPLICATIONS

An effective distance based feature selection approach for imbalanced data

(2019) Shaukat Ali Shahee et al.   APPLIED INTELLIGENCE

C-HMOSHSSA: Gene selection for cancer classification using multi-objective meta-heuristic and machine learning methods

(2019) Aman Sharma et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Strong approximate Markov blanket and its application on filter-based feature selection

(2019) Zhongsheng Hua et al.   APPLIED SOFT COMPUTING

R-Ensembler: A greedy rough set based ensemble attribute selection algorithm with kNN imputation for classification of medical data

(2019) Rubul Kumar Bania et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Feature selection considering two types of feature relevancy and feature interdependency

(2018) Liang Hu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Feature selection based on conditional mutual information: minimum conditional relevance and minimum conditional redundancy

(2018) HongFang Zhou et al.   APPLIED INTELLIGENCE

On developing an automatic threshold applied to feature selection ensembles

(2018) B. Seijo-Pardo et al.   Information Fusion

Feature Selection with Multi-view Data: A Survey

(2018) Rui Zhang et al.   Information Fusion

Embedded feature selection accounting for unknown data heterogeneity

(2018) Meng Lu   EXPERT SYSTEMS WITH APPLICATIONS

Effective features to classify skin lesions in dermoscopic images

(2017) Zhen Ma et al.   EXPERT SYSTEMS WITH APPLICATIONS

Exploiting the ensemble paradigm for stable feature selection: A case study on high-dimensional genomic data

(2017) Barbara Pes et al.   Information Fusion

A new Unsupervised Spectral Feature Selection Method for mixed data: A filter approach

(2017) Saúl Solorio-Fernández et al.   PATTERN RECOGNITION

Building an Intrusion Detection System Using a Filter-Based Feature Selection Algorithm

(2016) Mohammed A. Ambusaidi et al.   IEEE TRANSACTIONS ON COMPUTERS

Supervised, Unsupervised, and Semi-Supervised Feature Selection: A Review on Gene Selection

(2016) Jun Chin Ang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

High-dimensional feature selection via feature grouping: A Variable Neighborhood Search approach

(2016) Miguel García-Torres et al.   INFORMATION SCIENCES

Comparing Oversampling Techniques to Handle the Class Imbalance Problem: A Customer Churn Prediction Case Study

(2016) Adnan Amin et al.   IEEE Access

An experimental comparison of feature selection methods on two-class biomedical datasets

(2015) P. Drotár et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Improving PLS–RFE based gene selection for microarray data classification

(2015) Aiguo Wang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Sequential random k-nearest neighbor feature selection for high-dimensional data

(2015) Chan Hee Park et al.   EXPERT SYSTEMS WITH APPLICATIONS

Feature selection using Joint Mutual Information Maximisation

(2015) Mohamed Bennasar et al.   EXPERT SYSTEMS WITH APPLICATIONS

Effectively classifying short texts by structured sparse representation with dictionary filtering

(2015) Longwen Gao et al.   INFORMATION SCIENCES

A novel feature selection method considering feature interaction

(2015) Zilin Zeng et al.   PATTERN RECOGNITION

A review of microarray datasets and applied feature selection methods

(2014) V. Bolón-Canedo et al.   INFORMATION SCIENCES

Sparse maximum margin discriminant analysis for feature extraction and gene selection on gene expression data

(2013) Yan Cui et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Conditional mutual information-based feature selection for congestive heart failure recognition using heart rate variability

(2012) Sung-Nien Yu et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A novel feature selection method based on normalized mutual information

(2011) La The Vinh et al.   APPLIED INTELLIGENCE

A hybrid feature selection method for DNA microarray data

(2011) Li-Yeh Chuang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Recipe for uncovering predictive genes using support vector machines based on model population analysis

(2011) Hong-Dong Li et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Improving the Computational Efficiency of Recursive Cluster Elimination for Gene Selection

(2010) Lin-Kai Luo et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

A novel hybrid feature selection method for microarray data analysis

(2009) Chien-Pang Lee et al.   APPLIED SOFT COMPUTING

Ensemble gene selection by grouping for microarray data classification

(2009) Huawen Liu et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Information-Theoretic Feature Selection in Microarray Data Using Variable Complementarity

(2008) Patrick Emmanuel Meyer et al.   IEEE Journal of Selected Topics in Signal Processing

Bases for parametrized iterativity

(2008) Jiří Adámek et al.   INFORMATION AND COMPUTATION

A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability

(2008) S. García et al.   SOFT COMPUTING