An Evaluation of Filter and Wrapper Methods for Feature Selection in Categorical Clustering

No abstract is available for this paper.

• Publication year

  2005

• Venue

  International Symposium on Intelligent Data Analysis

• Publication date

  2005-09-08

• Fields of study

  Mathematics, Computer Science

• Identifiers
  DOI 10.1007/11552253_40
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Simultaneous feature selection and clustering using mixture models

  2004cited by this paper
• Feature Selection for Unsupervised Learning

  2004influential reference
• Subspace clustering for high dimensional data: a review

  2004cited by this paper
• An Experimental Comparison of Model-Based Clustering Methods

  2004cited by this paper
• Feature selection for clustering - a filter solution

  2002cited by this paper
• Evolutionary model selection in unsupervised learning

  2002cited by this paper
• Dimensionality Reduction in Unsupervised Learning of Conditional Gaussian Networks

  2001cited by this paper
• Feature Selection for Clustering

  2000cited by this paper
• Feature Selection and Incremental Learning of Probabilistic Concept Hierarchies

  2000cited by this paper
• Dependency-based feature selection for clustering symbolic data

  2000cited by this paper
• Feature Selection as a Preprocessing Step for Hierarchical Clustering

  1999cited by this paper
• Model Selection in Unsupervised Learning with Applications To Document Clustering

  1999cited by this paper
• Wrappers for Feature Subset Selection

  1997cited by this paper
• Dimensionality reduction of unsupervised data

  1997cited by this paper
• Selection of Relevant Features and Examples in Machine Learning

  1997cited by this paper
• Knowledge Acquisition Via Incremental Conceptual Clustering

  1987cited by this paper

• A clustering‐based approach to address correlated features in predicting genitourinary toxicity from MRI‐guided prostate SBRT

  2025cites this paper
• Feature Selection through Filtering with Mono and Multi-Objective Memetic Algorithms Using Correlation

  2025influential citation
• Entropy theory-based performance appraisal of CMIP6 climate models in regional drought simulation over the Indus River basin: a multifactorial investigation

  2025cites this paper
• Data-Driven Insights into Climate Change Effects on Groundwater Levels Using Machine Learning

  2025cites this paper
• A Novel Hyperparameter Optimization Approach for Supervised Classification: Phase Prediction of Multi-Principal Element Alloys

  2025cites this paper
• Enhanced Gradient‐Based Optimizer Algorithm With Multi‐Strategy for Feature Selection

  2025cites this paper
• FS-SCF network: Neural network interpretability based on counterfactual generation and feature selection for fault diagnosis

  2024cites this paper
• A decision support system for osteoporosis risk prediction using machine learning and explainable artificial intelligence

  2023cites this paper
• Rank-Based Adaptive Brooding in a Mimetic Coral Reefs Search for Feature Selection

  2023cites this paper
• Comparative Analysis of Intrusion Detection Systems and Machine Learning-Based Model Analysis Through Decision Tree

  2023cites this paper
• Review of feature selection approaches based on grouping of features

  2023cites this paper
• Predicting Heart Disease Using Feature Selection Techniques Based On Data Driven Approach

  2022cites this paper
• Machine Learning-Based Music Genre Classification with Pre-Processed Feature Analysis

  2022cites this paper
• A new intrusion detection system based on Moth–Flame Optimizer algorithm

  2022cites this paper
• Comparison of discretization methods for classifier decision trees and decision rules on medical data sets

  2022cites this paper
• Homoglyph Attack Detection Model Using Machine Learning and Hash Function

  2022cites this paper
• Machine Learning and Its Applications for Protozoal Pathogens and Protozoal Infectious Diseases

  2022cites this paper
• A surrogate model based on feature selection techniques and regression learners to improve soybean yield prediction in southern France

  2022cites this paper
• SINIFLANDIRMA AMAÇLI DEĞİŞKEN ALT KÜMESİ SEÇİMİ: BİR BANKACILIK UYGULAMASI

  2022cites this paper
• Machine Learning Methods in Health Economics and Outcomes Research-The PALISADE Checklist: A Good Practices Report of an ISPOR Task Force.

  2022cites this paper
• A survey on intrusion detection system: feature selection, model, performance measures, application perspective, challenges, and future research directions

  2021cites this paper
• Supervised Feature Selection Techniques in Network Intrusion Detection: a Critical Review

  2021cites this paper
• Integrated feature selection (IFS) algorithm and enhanced weight based convolutional neural network (EWCNN) for social emotion classification

  2021cites this paper
• Feature Selection on Public Maternal Healthcare Dataset for Classification

  2021cites this paper
• Unsupervised Feature Selection using Pseudo Label Approximation

  2021cites this paper
• Using Genetic Programming to Find Functional Mappings for UMAP Embeddings

  2021cites this paper
• Ability of near infrared spectroscopy and chemometrics to measure the phytic acid content in maize flour

  2021cites this paper
• Opinion Mining Analysis on Online Product Reviews Using Naïve Bayes and Feature Selection

  2021influential citation
• Feature Selection Based Coral Reefs Optimization for Breast Cancer Classification

  2021cites this paper
• Integrating Data Mining Techniques for Naïve Bayes Classification: Applications to Medical Datasets

  2021cites this paper
• The leading neighborhood-level predictors of drug overdose: A mixed machine learning and spatial approach.

  2021cites this paper
• Novel Ensemble-Based Machine Learning Models Based on The Bagging, Boosting and Random Subspace Methods for Landslide Susceptibility Mapping

  2021cites this paper
• MRF-RFS: A Modified Random Forest Recursive Feature Selection Algorithm for Nasopharyngeal Carcinoma Segmentation

  2020cites this paper
• Evaluation On Dhallywood Movies Based On Machine Learning

  2020cites this paper
• Ensemble Classifiers for Network Intrusion Detection Using a Novel Network Attack Dataset

  2020cites this paper
• A Comparative Study of Filter and Wrapper Methods on EDHS – HIV/AIDS Dataset

  2020cites this paper
• Improving the accuracy, adaptability, and interpretability of SSD failure prediction models

  2020cites this paper
• Wind Turbine Fault Detection: A Semi-Supervised Learning Approach With Automatic Evolutionary Feature Selection

  2020cites this paper
• A Machine Learning Based Approach to Enhance Mooc Users’ Classification

  2020cites this paper
• Selection of CMIP5 GCM Ensemble for the Projection of Spatio-Temporal Changes in Precipitation and Temperature over the Niger Delta, Nigeria

  2020cites this paper
• Non-Negative Symmetric Low-Rank Representation Graph Regularized Method for Cancer Clustering Based on Score Function

  2020cites this paper
• A new model for iris data set classification based on linear support vector machine parameter's optimization

  2020cites this paper
• Appointment scheduling model in healthcare using clustering algorithms

  2019cites this paper
• Klasifikasi Berita Hoax Dengan Menggunakan Metode Naive Bayes

  2019cites this paper
• Forecasting the net costs to organisations of Building Information Modelling (BIM) implementation at different levels of development (LOD)

  2019cites this paper
• Morphological Neuroimaging Biomarkers for Tinnitus: Evidence Obtained by Applying Machine Learning

  2019cites this paper
• Antimicrobial Resistance Prediction for Gram-Negative Bacteria via Game Theory-Based Feature Evaluation

  2019cites this paper
• Feature Selection on Sentinel-2 Multispectral Imagery for Mapping a Landscape Infested by Parthenium Weed

  2019cites this paper
• Efficient Feature Selection using Particle Swarm Optimization: A hybrid filters-wrapper Approach

  2019cites this paper
• The optimal combination of feature selection and data discretization: An empirical study

  2019cites this paper
• Set based particle swarm optimization for the feature selection problem

  2019cites this paper
• Strip Snap Analytics in Cold Rolling Process Using Machine Learning

  2019cites this paper
• Dual Heuristic Feature Selection Based on Genetic Algorithm and Binary Particle Swarm Optimization

  2019cites this paper
• A predictive approach based on efficient feature selection and learning algorithms’ competition: Case of learners’ dropout in MOOCs

  2019influential citation
• Characterizing Strip Snap in Cold Rolling Process Using Advanced Data Analytics

  2019cites this paper
• Are screening methods useful in feature selection? An empirical study

  2018cites this paper
• Genetic Programming for Supervised Figure-ground Image Segmentation

  2018cites this paper
• A hybrid system with filter approach and multiple population genetic algorithm for feature selection in credit scoring

  2018cites this paper
• Variable selection in multivariate calibration considering non-decomposability assumption and building blocks hypothesis

  2018cites this paper
• Osteoarthritis Stages Classification to Human Joint Imagery Using Texture Analysis: A Comparative Study on Ten Texture Descriptors

  2018cites this paper
• Soft voting technique to improve the performance of global filter based feature selection in text corpus

  2018cites this paper
• Sélection d'attributs multi-espace à partir de motifs binaires locaux pour la classification de textures couleur. (Multi color space LBP-based feature selection for texture classification)

  2018cites this paper
• Techniques and algorithms for computer aided diagnosis of pigmented skin lesions - A review

  2018cites this paper
• Performance Assessment of General Circulation Model in Simulating Daily Precipitation and Temperature Using Multiple Gridded Datasets

  2018cites this paper
• Information Retrieval from School Data

  2018cites this paper
• A Review on Web Page Classification

  2018cites this paper
• Selection of Optimal Object Features in Object-Based Image Analysis Using Filter-Based Algorithms

  2018cites this paper
• Ensemble-based supervised learning for predicting diabetes onset

  2018cites this paper
• Algorithm for diabetes risk evaluation from past gestational diabetes data

  2018cites this paper
• Investigation of Non-Invasive Attributes for Classification of Patients with Portal Hypertension

  2018cites this paper
• Efficient author community generation on Nlp based relevance feature detection

  2017cites this paper
• APPLICATION OF ENSEMBLE ALGORITHM INTEGRATING MULTIPLE CRITERIA FEATURE SELECTION IN CORONARY HEART DISEASE DETECTION

  2017cites this paper
• STUDY ON RELAVANCE FEATURE SELECTION METHODS

  2017cites this paper
• Image feature selection using genetic programming for figure-ground segmentation

  2017cites this paper
• A computer vision system for early stage grape yield estimation based on shoot detection

  2017cites this paper
• Noninvasive Evaluation of Portal Hypertension Using a Supervised Learning Technique

  2017cites this paper
• Feature selection in multimedia: The state-of-the-art review

  2017cites this paper
• A Hybrid Approach from Ant Colony Optimization and K-nearest Neighbor for Classifying Datasets Using Selected Features

  2017cites this paper
• A methodology for community detection in Twitter

  2017cites this paper
• Perbaikan Prediksi Kesalahan Perangkat Lunak Menggunakan Seleksi Fitur dan Cluster-Based Classification

  2017cites this paper
• Variable Global Feature Selection Scheme for automatic classification of text documents

  2017cites this paper
• A hybrid feature selection method using multiclass SVM for diagnosis of erythemato-squamous disease

  2017cites this paper
• Multimodal human attention detection for reading

  2016cites this paper
• Automated characterization of fatty liver disease and cirrhosis using curvelet transform and entropy features extracted from ultrasound images

  2016cites this paper
• Feature selection in multi-label classification through MLQPFS

  2016cites this paper
• Your Eye Tells How Well You Comprehend

  2016cites this paper
• Automatic Fight Detection in Surveillance Videos

  2016cites this paper
• Multimodal human attention detection for reading from facial expression, eye gaze, and mouse dynamics

  2016cites this paper
• A new hybrid filter-wrapper feature selection method for clustering based on ranking

  2016cites this paper
• Soft granular computing based classification using hybrid fuzzy-KNN-SVM

  2016cites this paper
• Feature Selection for Heart Rate Variability Based Biometric Recognition Using Genetic Algorithm

  2016cites this paper
• Biomedical Text Mining for Diagnosing Diseases - A Review

  2016cites this paper
• ANALISIS INFORMATION GAIN ATTRIBUTE EVALUATION UNTUK KLASIFIKASI SERANGAN INTRUSI

  2016cites this paper
• Aprendizado automático de relações semânticas entre tags de folksonomias.

  2016cites this paper
• Software Fault Detection using Honey Bee Optimization

  2016cites this paper
• A review of feature selection in gender classification

  2016cites this paper
• Feature Subset Evaluation and Classification using Naive Bayes Classifier

  2015cites this paper
• Optimal combination of feature selection and classification via local hyperplane based learning strategy

  2015cites this paper
• Predicting Intraday Financial Market Dynamics Using Takens' Vectors; Incorporating Causality Testing and Machine Learning Techniques

  2015cites this paper
• Identifying best feature subset for cardiac arrhythmia classification

  2015cites this paper