International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 5
A note on genetic algorithms for large-scale feature selection
Pattern Recognition Letters
Approximate matching of polygonal shapes (extended abstract)
SCG '91 Proceedings of the seventh annual symposium on Computational geometry
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
A geometric approach to feature selection
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Wrappers for performance enhancement and oblivious decision graphs
Wrappers for performance enhancement and oblivious decision graphs
Feature Selection via Discretization
IEEE Transactions on Knowledge and Data Engineering
Feature Selection Using Rough Sets Theory
ECML '93 Proceedings of the European Conference on Machine Learning
A Practical Approach to Feature Selection
ML '92 Proceedings of the Ninth International Workshop on Machine Learning
A Network Status Predictor to Support Dynamic Scheduling in Network-Based Computing Systems
IPPS '99/SPDP '99 Proceedings of the 13th International Symposium on Parallel Processing and the 10th Symposium on Parallel and Distributed Processing
Feature Selection Via Mathematical Programming
INFORMS Journal on Computing
Evaluating Feature Selection Methods for Learning in Data Mining Applications
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
An Evaluation of Linear Models for Host Load Prediction
HPDC '99 Proceedings of the 8th IEEE International Symposium on High Performance Distributed Computing
Feature Selection in Web Applications By ROC Inflections and Powerset Pruning
SAINT '01 Proceedings of the 2001 Symposium on Applications and the Internet (SAINT 2001)
On multimedia networks: self-similar traffic and network performance
IEEE Communications Magazine
Neural-network feature selector
IEEE Transactions on Neural Networks
A scalable decision tree system and its application in pattern recognition and intrusion detection
Decision Support Systems
Profiling Retail Web Site Functionalities and Conversion Rates: A Cluster Analysis
International Journal of Electronic Commerce
A scalable decision tree system and its application in pattern recognition and intrusion detection
Decision Support Systems
Web site traffic ranking estimation via SVM
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Detection of financial statement fraud and feature selection using data mining techniques
Decision Support Systems
Identifying user preferences with Wrapper-based Decision Trees
Expert Systems with Applications: An International Journal
Texture based decision tree classification for Arecanut
Proceedings of the CUBE International Information Technology Conference
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The ease of collecting data about customers through the Internet has facilitated the process of developing large repositories of data. These data can and do contain patterns that are useful for the decision maker. Knowledge discovery and data mining methods have been widely used to extract these patterns. It is acknowledged that about 80% of the resources in a majority of data mining applications are spent on cleaning and preprocessing the data. However, there have been relatively few studies on preprocessing data used as input in these data mining systems. In this study, we present a feature selection method based on the Hausdorff distance measure, and evaluate its effectiveness in preprocessing input data for inducing decision trees. Message traffic data from a Web site are used to illustrate performance of the proposed method.