sCOs: Semi-Supervised Co-Selection by a Similarity Preserving Approach

Sparse feature selection: Relevance, redundancy and locality structure preserving guided by pairwise constraints

(2019) Zahir Noorie et al.   APPLIED SOFT COMPUTING

Active Self-Paced Learning for Cost-Effective and Progressive Face Identification

(2018) Liang Lin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Feature selection with MCP2 regularization

(2018) Yong Shi et al.   NEURAL COMPUTING & APPLICATIONS

Unsupervised feature selection by self-paced learning regularization

(2018) Wei Zheng et al.   PATTERN RECOGNITION LETTERS

Feature Selection With ℓ2,1-2 Regularization

(2018) Yong Shi et al.   IEEE Transactions on Neural Networks and Learning Systems

Large-dimensionality small-instance set feature selection: A hybrid bio-inspired heuristic approach

(2018) Hossam M. Zawbaa et al.   Swarm and Evolutionary Computation

Group sparse regularization for deep neural networks

(2017) Simone Scardapane et al.   NEUROCOMPUTING

Evolutionary feature and instance selection for traffic sign recognition

(2015) Zong-Yao Chen et al.   COMPUTERS IN INDUSTRY

Hessian Semi-Supervised Sparse Feature Selection Based on ${L_{2,1/2}}$ -Matrix Norm

(2015) Caijuan Shi et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Ensemble constrained Laplacian score for efficient and robust semi-supervised feature selection

(2015) Khalid Benabdeslem et al.   KNOWLEDGE AND INFORMATION SYSTEMS

A graph Laplacian based approach to semi-supervised feature selection for regression problems

(2013) Gauthier Doquire et al.   NEUROCOMPUTING

Combining example selection with instance selection to speed up multiple-instance learning

(2013) Liming Yuan et al.   NEUROCOMPUTING

A Unified Feature and Instance Selection Framework Using Optimum Experimental Design

(2012) Lijun Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms

(2012) J. Derrac et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

A scalable approach to simultaneous evolutionary instance and feature selection

(2012) Nicolás García-Pedrajas et al.   INFORMATION SCIENCES

Genetic algorithms in feature and instance selection

(2012) Chih-Fong Tsai et al.   KNOWLEDGE-BASED SYSTEMS

On Similarity Preserving Feature Selection

(2011) Zheng Zhao et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Outlier Detection Using Nonconvex Penalized Regression

(2011) Yiyuan She et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A review of instance selection methods

(2010) J. Arturo Olvera-López et al.   ARTIFICIAL INTELLIGENCE REVIEW

Coselection of features and instances for unsupervised rare category analysis

(2010) Jingrui He et al.   Statistical Analysis and Data Mining

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule

(2009) Joaquín Derrac et al.   PATTERN RECOGNITION

Constraint Score: A new filter method for feature selection with pairwise constraints

(2007) Daoqiang Zhang et al.   PATTERN RECOGNITION