Pattern recognition: human and mechanical
Pattern recognition: human and mechanical
Constructive induction using a non-greedy strategy for feature selection
ML92 Proceedings of the ninth international workshop on Machine learning
C4.5: programs for machine learning
C4.5: programs for machine learning
Learning Boolean concepts in the presence of many irrelevant features
Artificial Intelligence
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Fundamentals of algorithmics
Wrappers for performance enhancement and oblivious decision graphs
Wrappers for performance enhancement and oblivious decision graphs
Selection of relevant features and examples in machine learning
Artificial Intelligence - Special issue on relevance
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Feature subset selection by Bayesian network-based optimization
Artificial Intelligence
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Selection for Knowledge Discovery and Data Mining
Feature Selection for Knowledge Discovery and Data Mining
Discretization: An Enabling Technique
Data Mining and Knowledge Discovery
Feature Selection Using Rough Sets Theory
ECML '93 Proceedings of the European Conference on Machine Learning
A Monotonic Measure for Optimal Feature Selection
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Filters, Wrappers and a Boosting-Based Hybrid for Feature Selection
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Hybrid Search of Feature Subsets
PRICAI '98 Proceedings of the 5th Pacific Rim International Conference on Artificial Intelligence: Topics in Artificial Intelligence
Feature Selection via Set Cover
KDEX '97 Proceedings of the 1997 IEEE Knowledge and Data Engineering Exchange Workshop
A simple feature selection method for text classification
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Rough Set-Aided Feature Selection for Automatic Web-Page Classification
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Efficient Feature Selection via Analysis of Relevance and Redundancy
The Journal of Machine Learning Research
ACSC '05 Proceedings of the Twenty-eighth Australasian conference on Computer Science - Volume 38
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Pattern Recognition Letters
ACM SIGCOMM Computer Communication Review
Markov blanket-embedded genetic algorithm for gene selection
Pattern Recognition
A hybrid genetic algorithm for feature selection wrapper based on mutual information
Pattern Recognition Letters
Feature selection and classification model construction on type 2 diabetic patients' data
Artificial Intelligence in Medicine
Modeling consumer situational choice of long distance communication with neural networks
Decision Support Systems
A systematic study on attribute reduction with rough sets based on general binary relations
Information Sciences: an International Journal
A parameterless feature ranking algorithm based on MI
Neurocomputing
Mining usage web log via independent component analysis and rough fuzzy
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
Consistency measures for feature selection
Journal of Intelligent Information Systems
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
Stable feature selection via dense feature groups
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature Selection through Dynamic Mesh Optimization
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Feature selection based-on genetic algorithm for image annotation
Knowledge-Based Systems
Feature selection with dynamic mutual information
Pattern Recognition
Searching for interacting features in subset selection
Intelligent Data Analysis
A filter model for feature subset selection based on genetic algorithm
Knowledge-Based Systems
Set Cover Feature Selection for Text Categorisation and spam detection
International Journal of Advanced Intelligence Paradigms
Selecting Samples and Features for SVM Based on Neighborhood Model
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
An optimization of ReliefF for classification in large datasets
Data & Knowledge Engineering
Normalized mutual information feature selection
IEEE Transactions on Neural Networks
A rough set approach to feature selection based on ant colony optimization
Pattern Recognition Letters
IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration
Combining Feature Selection and Local Modelling in the KDD Cup 99 Dataset
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Consistency-Based Feature Selection
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
Feature Selection via Maximizing Neighborhood Soft Margin
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
A Consistency-Constrained Feature Selection Algorithm with the Steepest Descent Method
MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
A novel feature selection approach by hybrid genetic algorithm
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Consistency based attribute reduction
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Positive approximation: An accelerator for attribute reduction in rough set theory
Artificial Intelligence
Conditional mutual information based feature selection for classification task
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Importance degree of features and feature selection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Feature Selection via Maximizing Fuzzy Dependency
Fundamenta Informaticae
Expert Systems with Applications: An International Journal
Selecting useful features for personal credit risk analysis
International Journal of Business Information Systems
A new knowledge reduction algorithm based on decision power in rough set
Transactions on rough sets XII
A privacy-preserving distributed and incremental learning method for intrusion detection
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
Local modeling classifier for microarray gene-expression data
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Using feature selection approaches to find the dependent features
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Hybrid approaches to attribute reduction based on indiscernibility and discernibility relation
International Journal of Approximate Reasoning
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Using ACO and rough set theory to feature selection
EC'05 Proceedings of the 6th WSEAS international conference on Evolutionary computing
Self-tuned Evolution-COnstructed features for general object recognition
Pattern Recognition
An ensemble of filters and classifiers for microarray data classification
Pattern Recognition
Expert Systems with Applications: An International Journal
Feature subset selection wrapper based on mutual information and rough sets
Expert Systems with Applications: An International Journal
Bipartite graphs and coverings
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Scalability analysis of ANN training algorithms with feature selection
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Statistical feature selection from chaos game representation for promoter recognition
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part II
A minority class feature selection method
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Feature evaluation and selection with cooperative game theory
Pattern Recognition
Fast feature selection aimed at high-dimensional data via hybrid-sequential-ranked searches
Expert Systems with Applications: An International Journal
An efficient rough feature selection algorithm with a multi-granulation view
International Journal of Approximate Reasoning
Test-cost-sensitive attribute reduction
Information Sciences: an International Journal
An information theoretic approach for feature selection
Security and Communication Networks
A reduct derived from feature selection
Pattern Recognition Letters
Selecting feature subset via constraint association rules
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Automatic categorisation of comments in social news websites
Expert Systems with Applications: An International Journal
A network intrusion detection system based on a Hidden Naïve Bayes multiclass classifier
Expert Systems with Applications: An International Journal
An Improved Axiomatic Definition of Information Granulation
Fundamenta Informaticae
Two way focused classification
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Mutual information based input feature selection for classification problems
Decision Support Systems
Attribute reduction for dynamic data sets
Applied Soft Computing
Feature selection using dynamic weights for classification
Knowledge-Based Systems
Attribute reduction: A dimension incremental strategy
Knowledge-Based Systems
Attribute selection based on a new conditional entropy for incomplete decision systems
Knowledge-Based Systems
Feature Reduction with Inconsistency
International Journal of Cognitive Informatics and Natural Intelligence
Opcode sequences as representation of executables for data-mining-based unknown malware detection
Information Sciences: an International Journal
Toward the scalability of neural networks through feature selection
Expert Systems with Applications: An International Journal
An accelerator for attribute reduction based on perspective of objects and attributes
Knowledge-Based Systems
Toward an efficient and scalable feature selection approach for internet traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Feature selection for detection of peer-to-peer botnet traffic
Proceedings of the 6th ACM India Computing Convention
Risk prediction of femoral neck osteoporosis using machine learning and conventional methods
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
Distance-based feature selection from probabilistic data
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
P2P traffic classification using ensemble learning
Proceedings of the 5th IBM Collaborative Academia Research Exchange Workshop
Spatial distance join based feature selection
Engineering Applications of Artificial Intelligence
Engineering Applications of Artificial Intelligence
Robust feature selection based on regularized brownboost loss
Knowledge-Based Systems
A GA-based feature selection approach with an application to handwritten character recognition
Pattern Recognition Letters
A novel feature selection method and its application
Journal of Intelligent Information Systems
Cloud based intelligent system for delivering health care as a service
Computer Methods and Programs in Biomedicine
A feature subset selection algorithm automatic recommendation method
Journal of Artificial Intelligence Research
Set-based granular computing: A lattice model
International Journal of Approximate Reasoning
Updating attribute reduction in incomplete decision systems with the variation of attribute set
International Journal of Approximate Reasoning
Decision rule length as a basis for evaluation of attribute relevance
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Recent Advances in Soft Computing: Theories and Applications
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Feature selection is an effective technique in dealing with dimensionality reduction. For classification, it is used to find an "optimal" subset of relevant features such that the overall accuracy of classification is increased while the data size is reduced and the comprehensibility is improved. Feature selection methods contain two important aspects: evaluation of a candidate feature subset and search through the feature space. Existing algorithms adopt various measures to evaluate the goodness of feature subsets. This work focuses on inconsistency measure according to which a feature subset is inconsistent if there exist at least two instances with same feature values but with different class labels. We compare inconsistency measure with other measures and study different search strategies such as exhaustive, complete, heuristic and random search, that can be applied to this measure. We conduct an empirical study to examine the pros and cons of these search methods, give some guidelines on choosing a search method, and compare the classifier error rates before and after feature selection.