Enhancing border security: Mutual information analysis to identify suspect vehicles
Decision Support Systems
Power and accuracy trade-offs in sound-based context recognition systems
Pervasive and Mobile Computing
A hybrid genetic algorithm for feature selection wrapper based on mutual information
Pattern Recognition Letters
Holistic cursive word recognition based on perceptual features
Pattern Recognition Letters
Methodology for long-term prediction of time series
Neurocomputing
Improved binary PSO for feature selection using gene expression data
Computational Biology and Chemistry
A parameterless feature ranking algorithm based on MI
Neurocomputing
Agglomerative independent variable group analysis
Neurocomputing
Intelligent sensory evaluation: Concepts, implementations, and applications
Mathematics and Computers in Simulation
Computer Methods and Programs in Biomedicine
Non-linear variable selection for artificial neural networks using partial mutual information
Environmental Modelling & Software
Expert Systems with Applications: An International Journal
International Journal of Approximate Reasoning
Expert Systems with Applications: An International Journal
Engineering Applications of Artificial Intelligence
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
Feature selection with dynamic mutual information
Pattern Recognition
Comparative analysis of cell parameter groups for breast cancer detection
Computer Methods and Programs in Biomedicine
Reduction of noise due to systematic uncertainties in 113mIn SPECT imaging using information theory
Computers in Biology and Medicine
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
Content-based image retrieval using visually significant point features
Fuzzy Sets and Systems
Computers and Industrial Engineering
On preprocessing data for financial credit risk evaluation
Expert Systems with Applications: An International Journal
Learning to classify by ongoing feature selection
Image and Vision Computing
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Effective feature selection scheme using mutual information
Neurocomputing
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Soft fuzzy rough sets for robust feature evaluation and selection
Information Sciences: an International Journal
Environmental Modelling & Software
Feature selection using mutual information in CT colonography
Pattern Recognition Letters
Estimating redundancy information of selected features in multi-dimensional pattern classification
Pattern Recognition Letters
On the discriminability of keystroke feature vectors used in fixed text keystroke authentication
Pattern Recognition Letters
A hybrid feature selection method for DNA microarray data
Computers in Biology and Medicine
Expert Systems with Applications: An International Journal
A new prediction strategy for price spike forecasting of day-ahead electricity markets
Applied Soft Computing
Mutual information-based feature selection for intrusion detection systems
Journal of Network and Computer Applications
Improved binary particle swarm optimization using catfish effect for feature selection
Expert Systems with Applications: An International Journal
Gene selection and classification using Taguchi chaotic binary particle swarm optimization
Expert Systems with Applications: An International Journal
Correntropy based feature selection using binary projection
Pattern Recognition
A graph-based approach to feature selection
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
Information Sciences: an International Journal
Feature Selection for Gender Classification
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Fast wrapper feature subset selection in high-dimensional datasets by means of filter re-ranking
Knowledge-Based Systems
Feature subset selection wrapper based on mutual information and rough sets
Expert Systems with Applications: An International Journal
Mutual information criteria for feature selection
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Degradation process prediction for rotational machinery based on hybrid intelligent model
Robotics and Computer-Integrated Manufacturing
A new hybrid ant colony optimization algorithm for feature selection
Expert Systems with Applications: An International Journal
Feature subset selection with cumulate conditional mutual information minimization
Expert Systems with Applications: An International Journal
Computers in Biology and Medicine
Feature evaluation and selection with cooperative game theory
Pattern Recognition
Several methods usable in production systems prediction
Mathematical and Computer Modelling: An International Journal
An information theoretic approach for feature selection
Security and Communication Networks
A novel feature selection method based on normalized mutual information
Applied Intelligence
Nearest neighbor estimate of conditional mutual information in feature selection
Expert Systems with Applications: An International Journal
Localized graph-based feature selection for clustering
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Measuring stability of feature ranking techniques: a noise-based approach
International Journal of Business Intelligence and Data Mining
Modeling spectral data based on mutual information and kernel extreme learning machines
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Forward feature selection based on approximate markov blanket
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
Computer Methods and Programs in Biomedicine
Hypergraph based information-theoretic feature selection
Pattern Recognition Letters
Mutual information based input feature selection for classification problems
Decision Support Systems
Divergence-based feature selection for separate classes
Neurocomputing
Feature subset selection using separability index matrix
Information Sciences: an International Journal
Feature selection using dynamic weights for classification
Knowledge-Based Systems
Hypergraph spectra for semi-supervised feature selection
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Feature ranking methods used for selection of prototypes
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Cross-subject classification of speaking modes using fNIRS
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
A robot learning from demonstration framework to perform force-based manipulation tasks
Intelligent Service Robotics
Expert Systems with Applications: An International Journal
Enabling advanced inference on sensor nodes through direct use of compressively-sensed signals
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Feature subset selection Filter-Wrapper based on low quality data
Expert Systems with Applications: An International Journal
Generating supplemental content information using virtual profiles
Proceedings of the 7th ACM conference on Recommender systems
Feature Interaction Maximisation
Pattern Recognition Letters
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Proceedings of the 4th Conference on Wireless Health
Engineering Applications of Artificial Intelligence
Feature selection filter for classification of power system operating states
Computers & Mathematics with Applications
A novel feature selection method and its application
Journal of Intelligent Information Systems
Computers in Biology and Medicine
A threshold fuzzy entropy based feature selection for medical database classification
Computers in Biology and Medicine
Estimating mutual information for feature selection in the presence of label noise
Computational Statistics & Data Analysis
Time-efficient estimation of conditional mutual information for variable selection in classification
Computational Statistics & Data Analysis
A feature subset selection algorithm automatic recommendation method
Journal of Artificial Intelligence Research
A survey on feature selection methods
Computers and Electrical Engineering
Integration of dense subgraph finding with feature clustering for unsupervised feature selection
Pattern Recognition Letters
A real-time transportation prediction system
Applied Intelligence
An information theoretic sparse kernel algorithm for online learning
Expert Systems with Applications: An International Journal
A procedure for the detection of anomalous input-output patterns
Intelligent Data Analysis
A novel feature subset selection algorithm based on association rule mining
Intelligent Data Analysis
Embedded local feature selection within mixture of experts
Information Sciences: an International Journal
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This paper investigates the application of the mutual information criterion to evaluate a set of candidate features and to select an informative subset to be used as input data for a neural network classifier. Because the mutual information measures arbitrary dependencies between random variables, it is suitable for assessing the “information content” of features in complex classification tasks, where methods bases on linear relations (like the correlation) are prone to mistakes. The fact that the mutual information is independent of the coordinates chosen permits a robust estimation. Nonetheless, the use of the mutual information for tasks characterized by high input dimensionality requires suitable approximations because of the prohibitive demands on computation and samples. An algorithm is proposed that is based on a “greedy” selection of the features and that takes both the mutual information with respect to the output class and with respect to the already-selected features into account. Finally the results of a series of experiments are discussed