Distributional clustering of words for text classification
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Applied Intelligence
RainForest—A Framework for Fast Decision Tree Construction of Large Datasets
Data Mining and Knowledge Discovery
Discretization: An Enabling Technique
Data Mining and Knowledge Discovery
Symbolic Interpretation of Artificial Neural Networks
IEEE Transactions on Knowledge and Data Engineering
Bioinformatics Adventures in Database Research
ICDT '03 Proceedings of the 9th International Conference on Database Theory
SOAP: Efficient Feature Selection of Numeric Attributes
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Evolution of Multi-adaptive Discretization Intervals for a Rule-Based Genetic Learning System
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Feature Transformation and Multivariate Decision Tree Induction
DS '98 Proceedings of the First International Conference on Discovery Science
Analyzing Data Clusters: A Rough Sets Approach to Extract Cluster-Defining Symbolic Rules
IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis
CCIA '02 Proceedings of the 5th Catalonian Conference on AI: Topics in Artificial Intelligence
From informatics to bioinformatics
APBC '03 Proceedings of the First Asia-Pacific bioinformatics conference on Bioinformatics 2003 - Volume 19
Dimensionality Reduction in Automatic Knowledge Acquisition: A Simple Greedy Search Approach
IEEE Transactions on Knowledge and Data Engineering
Feature influence for evolutionary learning
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
An Integrated Framework for Visualized and Exploratory Pattern Discovery in Mixed Data
IEEE Transactions on Knowledge and Data Engineering
Fast feature selection by means of projections
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
A Modified Chi2 Algorithm Based on the Significance of Attribute
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
On Efficient Handling of Continuous Attributes in Large Data Bases
Fundamenta Informaticae
Structural geography of the space of emerging patterns
Intelligent Data Analysis
Wrapper discretization by means of estimation of distribution algorithms
Intelligent Data Analysis
Estimation of Market Share by Using Discretization Technology: An Application in China Mobile
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part II
Application of ant colony, genetic algorithm and data mining-based techniques for scheduling
Robotics and Computer-Integrated Manufacturing
Efficient SQL-querying method for data mining in large data bases
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Feature selection for aiding glass forensic evidence analysis
Intelligent Data Analysis
Improving rule extraction from neural networks by modifying hidden layer representations
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
SoFoCles: Feature filtering for microarray classification based on Gene Ontology
Journal of Biomedical Informatics
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Building fine Bayesian networks aided by PSO-based feature selection
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Using computational intelligence to identify performance bottlenecks in a computer system
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Rough set based approaches to feature selection for Case-Based Reasoning classifiers
Pattern Recognition Letters
A supervised and multivariate discretization algorithm for rough sets
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Using spatial and temporal contrast for fluent robot-human hand-overs
Proceedings of the 6th international conference on Human-robot interaction
COSAR: hybrid reasoning for context-aware activity recognition
Personal and Ubiquitous Computing
An efficient statistical feature selection approach for classification of gene expression data
Journal of Biomedical Informatics
A method for scribe distinction in medieval manuscripts using page layout features
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
A new test system for stability measurement of marker gene selection in DNA microarray data analysis
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
WM'05 Proceedings of the Third Biennial conference on Professional Knowledge Management
Using concept taxonomies for effective tree induction
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part II
Gene ranking from microarray data for cancer classification: a machine learning approach
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
A new method for discretization of continuous attributes based on VPRS
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Feature selection based on relative attribute dependency: an experimental study
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Feature selection method using preferences aggregation
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Analysis of feature rankings for classification
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Approximate boolean reasoning: foundations and applications in data mining
Transactions on Rough Sets V
Artificial Intelligence in Medicine
A hybrid feature selection approach for microarray gene expression data
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part II
Cost Minimization with HPDFG and Data Mining for Heterogeneous DSP
Journal of Signal Processing Systems
Feature selection for MAUC-oriented classification systems
Neurocomputing
Accuracy improvements for multi-criteria recommender systems
Proceedings of the 13th ACM Conference on Electronic Commerce
Rough sets-based identification of heart valve diseases using heart sounds
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Unsupervised generation of data mining features from linked open data
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Understanding and leveraging tag-based relations in on-line social networks
Proceedings of the 23rd ACM conference on Hypertext and social media
Measuring stability of feature ranking techniques: a noise-based approach
International Journal of Business Intelligence and Data Mining
International Journal of Business Intelligence and Data Mining
On Efficient Handling of Continuous Attributes in Large Data Bases
Fundamenta Informaticae
From Optimal Hyperplanes to Optimal Decision Trees
Fundamenta Informaticae
A machine learning solution to assess privacy policy completeness: (short paper)
Proceedings of the 2012 ACM workshop on Privacy in the electronic society
Lip peripheral motion for visual surveillance
Proceedings of the Fifth International Conference on Security of Information and Networks
An intelligent supplier evaluation, selection and development system
Applied Soft Computing
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
Spam fighting in social tagging systems
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
Toward an efficient and scalable feature selection approach for internet traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Assessing similarity of feature selection techniques in high-dimensional domains
Pattern Recognition Letters
Identifying informative genes for prediction of breast cancer subtypes
PRIB'13 Proceedings of the 8th IAPR international conference on Pattern Recognition in Bioinformatics
Engineering Applications of Artificial Intelligence
Impact of TGF-b on breast cancer from a quantitative proteomic analysis
Computers in Biology and Medicine
A feature subset selection algorithm automatic recommendation method
Journal of Artificial Intelligence Research
Hybrid feature selection through feature clustering for microarray gene expression data
International Journal of Hybrid Intelligent Systems
Compact classification of optimized Boolean reasoning with Particle Swarm Optimization
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
Hi-index | 0.01 |
Discretization can turn numeric attributes into discrete ones. Feature selection can eliminate some irrelevant attributes. This paper describes Chi2, a simple and general algorithm that uses the chi-square statistic to discretize numeric attributes repeatedly until some inconsistencies are found in the data, and achieves feature selection via discretization. The empirical results demonstrate that Chi2 is effective in feature selection and discretization of numeric and ordinal attributes.