An Extensive Empirical Study of Feature Selection Metrics for Text Classification

No abstract is available for this paper.

• Publication year

  2003

• Venue

  Journal of machine learning research

• Publication date

  2003-03-01

• Fields of study

  Computer Science

• Identifiers

  No identifiers available.

• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Learning with Kernels: support vector machines, regularization, optimization, and beyond

  2001influential reference
• Benchmarking attribute selection techniques for data mining

  2000cited by this paper
• Centroid-Based Document Classification: Analysis and Experimental Results

  2000influential reference
• Centroid-Based Document Classifica tion : Analysis & Exper imental Results ∗

  2000cited by this paper
• A re-examination of text categorization methods

  1999cited by this paper
• Feature Selection for Unbalanced Class Distribution and Naive Bayes

  1999influential reference
• Text Categorization with Support Vector Machines: Learning with Many Relevant Features

  1999cited by this paper
• A comparison of event models for naive bayes text classification

  1998cited by this paper
• A Comparative Study on Feature Selection in Text Categorization

  1997cited by this paper
• Wrappers for Feature Subset Selection

  1997cited by this paper
• Ììì Öûûò Ë Blockinöö Óóóòòòö Áòøøöòòøøóòòð

  1992cited by this paper
• The Robustness of the "Binormal" Assumptions Used in Fitting ROC Curves

  1988cited by this paper
• What is the best index of detectability?

  1973cited by this paper
• Tests of a statistical explanation of the rank-frequency relation for words in written English.

  1958cited by this paper

• Research on Text Mining Method for Users' Implicit Needs in Recommendation Systems under Few-Sample Conditions

  2026cites this paper
• Entropy-guided graph-based ensemble classification for legal rhetorical role labeling

  2026cites this paper
• Android malware detection using a novel binary Firefly Bat feature selection algorithm

  2026cites this paper
• Detecting Cybersecurity Threats by Integrating Explainable AI with SHAP Interpretability and Strategic Data Sampling

  2026cites this paper
• ExSEnt for explainable dementia detection: disentangling temporal and amplitude-driven complexity boosts EEG-based classification

  2026cites this paper
• Student-Pilot Error Prediction via Multimodal Physiological Signals and Tree-Based Models

  2026cites this paper
• Model building using forward selection and machine learning

  2026cites this paper
• QKNN: Noise‐Resilient Quantum KNN Algorithm for High‐Accuracy Classification

  2026cites this paper
• The Commodification of Family Scandals on YouTube: Capitalist Logic in the Norma Risma Interview Phenomenon

  2025cites this paper
• Uzbek Public-Sector Text Classification: Naive Bayes, Logistic Regression and SVM Benchmarks

  2025cites this paper
• GeoScatt-GNN: A geometric scattering transform-based graph neural network model for Ames mutagenicity prediction

  2025cites this paper
• A Comprehensive Study of Grey Wolf Optimizer Variants for Optimizing Feature Selection in High-Dimensional Data

  2025cites this paper
• Reliable IoT ECG Rhythm Classification Using CECG-GAN-Augmented Conformer

  2025cites this paper
• Learning From the Features We Ignore: A Critical Perspective on Feature Engineering and the Role of Feature Learning in Learning Analytics

  2025cites this paper
• Kernel regression methods for prediction of materials properties: Recent developments

  2025cites this paper
• Early identification of breakthrough technologies: Insights from science-driven innovations

  2025cites this paper
• Bayesian optimization enhanced FKNN model for Parkinson's diagnosis

  2025cites this paper
• SWOT Analysis of Tourism Development in Malingshan Geopark in Linyi City, China

  2025cites this paper
• Enhancing Twitter Sentiment Classification with a Hybrid Bio-Inspired Feature Selection Approach

  2025cites this paper
• Analysing factors influencing railway accidents: A predictive approach using multinomial logistic regression and data mining

  2025cites this paper
• AI language model applications for early diagnosis of childhood epilepsy based on unstructured first‐visit patient narratives: A cohort study

  2025cites this paper
• Optimizing unsupervised feature engineering and classification pipelines for differentiated thyroid cancer recurrence prediction

  2025cites this paper
• Social Media Sentiment Analysis: Twitter Dataset

  2025cites this paper
• Eye-XAI: an explainable artificial intelligence approach for eye disease detection using symptom analysis

  2025cites this paper
• Comparative Analysis of Text Classification Algorithms

  2025cites this paper
• Mapping Interpretations to Vachanas: A Text Classification based Approach

  2025cites this paper
• Feature selection considering synergy between features based on soft neighborhood rough sets

  2025cites this paper
• Data Complexity-Aware Feature Selection with Symmetric Splitting for Robust Parkinson’s Disease Detection

  2025cites this paper
• A Label Co-occurrence Transformation Network for Joint Empathy Detection and Empathy Intent Classification

  2025cites this paper
• An Enhanced Filter-based approach for Feature Selection

  2025cites this paper
• Transdimensional Model Learning With Online Feature Selection Based on Predictive Least Squares

  2025cites this paper
• Enhancing Genetic Algorithms for Feature Selection with Language Models

  2025cites this paper
• PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech Detection

  2025cites this paper
• A Foggy Forecast: Reducing Distributed Data at the Edge

  2025cites this paper
• Continuous Optimization for Feature Selection with Permutation-Invariant Embedding and Policy-Guided Search

  2025cites this paper
• An evolutionary wrapper to support intrusion detection system configuration

  2025cites this paper
• Prediction of Chemotherapy Response in Locally Advanced Breast Cancer Patients at Pre-Treatment Using CT Textural Features and Machine Learning: Comparison of Feature Selection Methods

  2025cites this paper
• Multilabel classification for defect prediction in software engineering

  2025cites this paper
• Typical applications and perspectives of machine learning for advanced precision machining: A comprehensive review

  2025cites this paper
• A scalable mixed-integer conic optimization approach to cardinality-constrained Poisson regression with safe screening

  2025cites this paper
• Performance Analysis and Noise Impact of a Novel Quantum KNN Algorithm for Machine Learning

  2025cites this paper
• Customer Lifetime Value (CLV) in SME Banking: Strategic Branding and Relationship Building

  2025cites this paper
• Indonesia Tourism Sentiment Analysis Based on Social Media using Large Languange Model

  2025cites this paper
• Torque Teno Virus as a Biomarker for Infection Risk in Kidney Transplant Recipients: A Machine Learning-Enabled Cohort Study

  2025cites this paper
• Comparison of Machine Learning Models to Classify Documents on Digital Development

  2025cites this paper
• Fulfilling Gender Equality Rights for Women Taxpayers in The Concept of Pink Tax in Indonesia

  2025cites this paper
• Using AI and NLP for Tacit Knowledge Conversion in Knowledge Management Systems: A Comparative Analysis

  2025cites this paper
• An adaptive binary particle swarm optimization algorithm with filtration and local search for feature selection in text classification

  2025cites this paper
• Embedding-Based decision support framework for large-scale content analysis

  2025cites this paper
• Modeling and Optimization of News-Stock Price Correlation Based on Topic Influence Selection

  2025cites this paper
• Technological Convergence and Innovation Pathways in Sustainable Logistics Systems: An Integrated Graph Neural Network and Main Path Analysis

  2025cites this paper
• Enhancing Strategic Decision-Making in Fraud Management: A Dual-Channel Framework with TOPSIS for Credit Card Fraud Detection

  2025cites this paper
• Ensemble Machine Learning with Limited Data: Feature Selection and Predicting Wheat Yield in Bangladesh

  2025cites this paper
• The Prediction of Stroke Using Data Mining Techniques

  2025cites this paper
• The Performance Evolution of the New Scatter Search Snake Optimization Algorithm for Feature Selection Problems

  2025cites this paper
• CatDB: Data-catalog-guided, LLM-based Generation of Data-centric ML Pipelines

  2025cites this paper
• Machine Learning-based Models for Predicting Defective Packages

  2024cites this paper
• ERASE: Benchmarking Feature Selection Methods for Deep Recommender Systems

  2024cites this paper
• Online Learning under Haphazard Input Conditions: A Comprehensive Review and Analysis

  2024cites this paper
• Neuro-Symbolic Embedding for Short and Effective Feature Selection via Autoregressive Generation

  2024cites this paper
• The Role of Preprocessing for Word Representation Learning in Affective Tasks

  2024cites this paper
• Data Readiness for AI: A 360-Degree Survey

  2024cites this paper
• EDA-Graph: Graph Signal Processing of Electrodermal Activity for Emotional States Detection

  2024cites this paper
• Detecting Ambiguities in Requirement Documents Written in Arabic Using Machine Learning Algorithms

  2024cites this paper
• PermDroid a framework developed using proposed feature selection approach and machine learning techniques for Android malware detection

  2024cites this paper
• Classifying breast cancer using multi-view graph neural network based on multi-omics data

  2024cites this paper
• Feature Selection as Deep Sequential Generative Learning

  2024cites this paper
• Early identification of breakthrough research from sleeping beauties using machine learning

  2024cites this paper
• ProSwitch: Knowledge-Guided Language Model Fine-Tuning to Generate Professional and Non-Professional Styled Text

  2024cites this paper
• Proposed Marketing Strategy to Increase Sales of SAMI RAOS

  2024cites this paper
• Reimagining Literary Analysis: Utilizing Artificial Intelligence to Classify Modernist French Poetry

  2024cites this paper
• A Contactless Health Monitoring System for Vital Signs Monitoring, Human Activity Recognition, and Tracking

  2024cites this paper
• Domain-Specific Lexicon Customization for Enhanced Real-Time Sentiment Analysis

  2024cites this paper
• AutoFusion of feature pruning for decision making in operations research

  2024cites this paper
• Interactive Learning Model For Feature Selection Using Classifiers

  2024cites this paper
• A Statistics-based Feature Generation (SFG) Method: Theory and Applications

  2024cites this paper
• A hybrid feature selection method for text classification using a feature-correlation-based genetic algorithm

  2024cites this paper
• ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses

  2024cites this paper
• A similarity-based oversampling method for multi-label imbalanced text data

  2024cites this paper
• Rule by Rule: Learning with Confidence through Vocabulary Expansion

  2024cites this paper
• Repairs and Breaks Prediction for Deep Neural Networks

  2024cites this paper
• Machine learning and rule-based embedding techniques for classifying text documents

  2024cites this paper
• A Benchmark Dataset for Evaluating Spatial Perception in Multimodal Large Models

  2024cites this paper
• An Empirical Study on Learning Models and Data Augmentation for IoT Anomaly Detection

  2024cites this paper
• Revolutionizing Biomarker Discovery: Leveraging Generative AI for Bio-Knowledge-Embedded Continuous Space Exploration

  2024cites this paper
• Automatic Era Identification in Classical Arabic Poetry

  2024cites this paper
• News Classification with State-of-the-Art Deep Learning Methods

  2024cites this paper
• MKELM based multi-classification model for foreign accent identification

  2024cites this paper
• Towards Dimension Reduction: A Balanced Relative Discrimination Feature Ranking Technique for Efficient Text Classification (BRDC)

  2024cites this paper
• Improving minority prediction performance of support vector machine for imbalanced text data via feature selection and SMOTE

  2024cites this paper
• Handling the Imbalanced Problem in Agri-Food Data Analysis

  2024cites this paper
• Methods for measuring career readiness of high school students: based on multidimensional item response theory and text mining

  2024cites this paper
• The Influence of Learning Environment, Peers And Learning Readiness on Student Achievement in the Undergraduate Economics Education Program, Faculty of Economics, State University of Gorontalo

  2024cites this paper
• A novel redistribution-based feature selection for text classification

  2024cites this paper
• An optimal feature selection method for text classification through redundancy and synergy analysis

  2024cites this paper
• Biometric Authentication System for Two Wheeler

  2024cites this paper
• FeatureLTE: Learning to Estimate Feature Importance

  2024cites this paper
• CTISL: a dynamic stacking multi-class classification approach for identifying cell types from single-cell RNA-seq data

  2024cites this paper
• Semantic similarity-aware feature selection and redundancy removal for text classification using joint mutual information

  2024cites this paper
• Translation of Outdoor Signs in Nusa Dua Beach Area

  2024cites this paper