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Relief-based feature selection: Introduction and review

https://doi.org/10.1016/j.jbi.2018.07.014

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-540-39857-8_30openalex-snapshot

Experiments with Cost-Sensitive Feature Evaluation

inferredcites →https://doi.org/10.1007/978-3-540-76928-6_32openalex-snapshot

extraRelief: Improving Relief by Efficient Selection of Instances

inferredcites →https://doi.org/10.1007/978-3-540-87481-2_21openalex-snapshot

Robust Feature Selection Using Ensemble Feature Selection Techniques

inferredcites →https://doi.org/10.1007/978-3-642-34459-6_8openalex-snapshot

Filter Approach Feature Selection Methods to Support Multi-label Learning Based on ReliefF and Information Gain

inferredcites →https://doi.org/10.1007/978-94-009-9941-1_3openalex-snapshot

Feature Set Search Alborithms

inferredcites →https://doi.org/10.1007/s10115-012-0487-8openalex-snapshot

A review of feature selection methods on synthetic data

inferredcites →https://doi.org/10.1007/s10462-009-9124-7openalex-snapshot

Ensemble-based classifiers

inferredcites →https://doi.org/10.1007/s10710-007-9039-5openalex-snapshot

Genomic mining for complex disease traits with “random chemistry”

inferredcites →https://doi.org/10.1007/s10994-009-5164-0openalex-snapshot

Algorithms for subsetting attribute values with Relief

inferredcites →https://doi.org/10.1007/s12065-015-0128-8openalex-snapshot

ExSTraCS 2.0: description and evaluation of a scalable learning classifier system

inferredcites →https://doi.org/10.1016/0004-3702(83)90016-4openalex-snapshot

A theory and methodology of inductive learning

inferredcites →https://doi.org/10.1016/b978-1-55860-200-7.50045-3openalex-snapshot

Learning Polynomial Functions by Feature Construction

inferredcites →https://doi.org/10.1016/b978-1-55860-247-2.50037-1openalex-snapshot

A Practical Approach to Feature Selection

inferredcites →https://doi.org/10.1016/j.compeleceng.2013.11.024openalex-snapshot

A survey on feature selection methods

inferredcites →https://doi.org/10.1016/j.jbi.2010.12.003openalex-snapshot

Implementing ReliefF filters to extract meaningful features from genetic lifetime datasets

inferredcites →https://doi.org/10.1016/j.jbi.2018.07.015openalex-snapshot

Benchmarking relief-based feature selection methods for bioinformatics data mining

inferredcites →https://doi.org/10.1016/j.jocs.2016.07.002openalex-snapshot

Multithreaded and Spark parallelization of feature selection filters

inferredcites →https://doi.org/10.1016/j.neucom.2011.03.052openalex-snapshot

ReliefF-MI: An extension of ReliefF to multiple instance learning

inferredcites →https://doi.org/10.1016/j.neucom.2015.02.045openalex-snapshot

Scalable extensions of the ReliefF algorithm for weighting and selecting features on the multi-label learning context

inferredcites →https://doi.org/10.1016/j.patcog.2010.02.024openalex-snapshot

Generalized iterative RELIEF for supervised distance metric learning

inferredcites →https://doi.org/10.1016/s0004-3702(00)00052-7openalex-snapshot

Feature Subset Selection by Bayesian network-based optimization

inferredcites →https://doi.org/10.1016/s0004-3702(97)00043-xopenalex-snapshot

Wrappers for feature subset selection

inferredcites →https://doi.org/10.1016/s0004-3702(97)00063-5openalex-snapshot

Selection of relevant features and examples in machine learning

inferredcites →https://doi.org/10.1016/s1088-467x(97)00008-5openalex-snapshot

Feature Selection for Classification

inferredcites →https://doi.org/10.1023/a:1008280620621openalex-snapshot

Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF

inferredcites →https://doi.org/10.1023/a:1022689900470openalex-snapshot

Instance-Based Learning Algorithms

inferredcites →https://doi.org/10.1023/a:1022694001379openalex-snapshot

A Distance-Based Attribute Selection Measure for Decision Tree Induction

inferredcites →https://doi.org/10.1023/a:1025667309714openalex-snapshot

Theoretical and Empirical Analysis of ReliefF and RReliefF

inferredcites →https://doi.org/10.1080/10618600.1996.10474713openalex-snapshot

R: A Language for Data Analysis and Graphics

inferredcites →https://doi.org/10.1080/24751839.2018.1440454openalex-snapshot

Imbalanced data classification using MapReduce and relief

inferredcites →https://doi.org/10.1086/321276openalex-snapshot

Multifactor-Dimensionality Reduction Reveals High-Order Interactions among Estrogen-Metabolism Genes in Sporadic Breast Cancer

inferredcites →https://doi.org/10.1093/bioinformatics/btm317openalex-snapshot

Evaporative cooling feature selection for genotypic data involving interactions

inferredcites →https://doi.org/10.1093/bioinformatics/btm344openalex-snapshot

A review of feature selection techniques in bioinformatics

inferredcites →https://doi.org/10.1093/bioinformatics/btm537openalex-snapshot

Multi-RELIEF: a method to recognize specificity determining residues from multiple sequence alignments using a Machine-Learning approach for feature weighting

inferredcites →https://doi.org/10.1093/bioinformatics/btx298openalex-snapshot

Differential privacy-based evaporative cooling feature selection and classification with relief-F and random forests

inferredcites →https://doi.org/10.1109/34.908974openalex-snapshot

PCA versus LDA

inferredcites →https://doi.org/10.1109/4235.585893openalex-snapshot

No free lunch theorems for optimization

inferredcites →https://doi.org/10.1109/69.149926openalex-snapshot

An information theoretic approach to rule induction from databases

inferredcites →https://doi.org/10.1109/69.634751openalex-snapshot

Use of contextual information for feature ranking and discretization

inferredcites →https://doi.org/10.1109/bracis.2013.10openalex-snapshot

ReliefF for Multi-label Feature Selection

inferredcites →https://doi.org/10.1109/icdm.2002.1184009openalex-snapshot

Reviewing RELIEF and its extensions: a new approach for estimating attributes considering high-correlated features

inferredcites →https://doi.org/10.1109/mipro.2015.7160458openalex-snapshot

A review of feature selection methods with applications

inferredcites →https://doi.org/10.1109/tc.1977.1674939openalex-snapshot

A Branch and Bound Algorithm for Feature Subset Selection

inferredcites →https://doi.org/10.1109/tkde.2011.181openalex-snapshot

A Fast Clustering-Based Feature Subset Selection Algorithm for High-Dimensional Data

inferredcites →https://doi.org/10.1109/tpami.2007.1093openalex-snapshot

Iterative RELIEF for Feature Weighting: Algorithms, Theories, and Applications

inferredcites →https://doi.org/10.1109/tpami.2009.190openalex-snapshot

Local-Learning-Based Feature Selection for High-Dimensional Data Analysis

inferredcites →https://doi.org/10.1111/j.1467-9868.2005.00503.xopenalex-snapshot

Regularization and Variable Selection Via the Elastic Net

inferredcites →https://doi.org/10.1111/j.2517-6161.1996.tb02080.xopenalex-snapshot

Regression Shrinkage and Selection Via the Lasso

inferredcites →https://doi.org/10.1145/1656274.1656278openalex-snapshot

The WEKA data mining software

inferredcites →https://doi.org/10.1155/2013/387673openalex-snapshot

A Comparative Analysis of Biomarker Selection Techniques

inferredcites →https://doi.org/10.1186/1471-2105-10-213openalex-snapshot

A comparison of random forest and its Gini importance with standard chemometric methods for the feature selection and classification of spectral data

inferredcites →https://doi.org/10.1186/1756-0381-2-5openalex-snapshot

Spatially Uniform ReliefF (SURF) for computationally-efficient filtering of gene-gene interactions

inferredcites →https://doi.org/10.1186/1756-0381-5-20openalex-snapshot

Application of a spatially-weighted Relief algorithm for ranking genetic predictors of disease

inferredcites →https://doi.org/10.1186/s13040-017-0154-4openalex-snapshot

PMLB: a large benchmark suite for machine learning evaluation and comparison

inferredcites →https://doi.org/10.1186/s13040-018-0168-6openalex-snapshot

Collective feature selection to identify crucial epistatic variants

inferredcites →https://doi.org/10.1371/journal.pgen.1000432openalex-snapshot

Capturing the Spectrum of Interaction Effects in Genetic Association Studies by Simulated Evaporative Cooling Network Analysis

inferredcites →https://doi.org/10.1371/journal.pone.0081527openalex-snapshot

ReliefSeq: A Gene-Wise Adaptive-K Nearest-Neighbor Feature Selection Tool for Finding Gene-Gene Interactions and Main Effects in mRNA-Seq Gene Expression Data

inferredcites →https://doi.org/10.1504/ijbidm.2009.029085openalex-snapshot

ReliefMSS: a variation on a feature ranking ReliefF algorithm

inferredcites →https://doi.org/10.21236/ada292575openalex-snapshot

Selection of Relevant Features in Machine Learning.

inferredcites →https://doi.org/10.3233/ida-2009-0364openalex-snapshot

Searching for interacting features in subset selection1

inferredcites →https://doi.org/10.48550/arxiv.1603.02754openalex-snapshot

XGBoost: A Scalable Tree Boosting System

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RETRACTED ARTICLE: Prediction of muscular paralysis disease based on hybrid feature extraction with machine learning technique for COVID-19 and post-COVID-19 patients

inferred← citeshttps://doi.org/10.1007/s10115-024-02067-wopenalex-snapshot

Tri-XGBoost model improved by BLSmote-ENN: an interpretable semi-supervised approach for addressing bankruptcy prediction

inferred← citeshttps://doi.org/10.1007/s10115-024-02159-7openalex-snapshot

Iterative missing value imputation based on feature importance

inferred← citeshttps://doi.org/10.1007/s10115-024-02258-5openalex-snapshot

Semi-supervised feature selection with minimal redundancy based on group optimization strategy for multi-label data

inferred← citeshttps://doi.org/10.1007/s10115-024-02282-5openalex-snapshot

Quantum computing and quantum-inspired techniques for feature subset selection: a review

inferred← citeshttps://doi.org/10.1007/s10115-025-02365-xopenalex-snapshot

A systematic literature review on sentiment analysis techniques, challenges, and future trends

inferred← citeshttps://doi.org/10.1007/s10142-024-01415-xopenalex-snapshot

A review on advancements in feature selection and feature extraction for high-dimensional NGS data analysis

inferred← citeshttps://doi.org/10.1007/s10207-023-00767-yopenalex-snapshot

Evaluating the impact of filter-based feature selection in intrusion detection systems

inferred← citeshttps://doi.org/10.1007/s10278-023-00789-xopenalex-snapshot

PatchResNet: Multiple Patch Division–Based Deep Feature Fusion Framework for Brain Tumor Classification Using MRI Images

inferred← citeshttps://doi.org/10.1007/s10278-025-01445-2openalex-snapshot

Development of an Automated CAD System for Lesion Detection in DCE-MRI

inferred← citeshttps://doi.org/10.1007/s10462-023-10546-9openalex-snapshot

Feature subset selection for data and feature streams: a review

inferred← citeshttps://doi.org/10.1007/s10462-024-11101-wopenalex-snapshot

A comprehensive and systematic literature review on intrusion detection systems in the internet of medical things: current status, challenges, and opportunities

inferred← citeshttps://doi.org/10.1007/s10462-025-11244-4openalex-snapshot

ED-Filter: dynamic feature filtering for eating disorder classification

inferred← citeshttps://doi.org/10.1007/s10462-025-11428-yopenalex-snapshot

Concept drift detection in image data stream: a survey on current literature, limitations and future directions

inferred← citeshttps://doi.org/10.1007/s10472-020-09705-3openalex-snapshot

Classifying the valence of autobiographical memories from fMRI data

inferred← citeshttps://doi.org/10.1007/s10489-018-1320-1openalex-snapshot

Joint neighborhood entropy-based gene selection method with fisher score for tumor classification

inferred← citeshttps://doi.org/10.1007/s10489-020-01888-wopenalex-snapshot

COVIDetectioNet: COVID-19 diagnosis system based on X-ray images using features selected from pre-learned deep features ensemble

inferred← citeshttps://doi.org/10.1007/s10489-021-02550-9openalex-snapshot

A comprehensive survey on feature selection in the various fields of machine learning

inferred← citeshttps://doi.org/10.1007/s10489-021-02659-xopenalex-snapshot

A novel filter feature selection algorithm based on relief

inferred← citeshttps://doi.org/10.1007/s10489-022-03371-0openalex-snapshot

Accelerated multi-granularity reduction based on neighborhood rough sets

inferred← citeshttps://doi.org/10.1007/s10489-023-04662-wopenalex-snapshot

Mean based relief: An improved feature selection method based on ReliefF

inferred← citeshttps://doi.org/10.1007/s10489-024-05304-5openalex-snapshot

Adaptive hypergraph regularized logistic regression model for bioinformatic selection and classification

inferred← citeshttps://doi.org/10.1007/s10489-025-06773-yopenalex-snapshot

Fault diagnosis for railway point machines based on improved multi-scale derivative wavelet packet energy entropy and two-stage feature selection

inferred← citeshttps://doi.org/10.1007/s10489-026-07491-9openalex-snapshot

Fault recognition approach applied to a rotating machine supported by hydrodynamic bearings using explainable artificial intelligence

inferred← citeshttps://doi.org/10.1007/s10562-026-05385-6openalex-snapshot

Investigation of the Reusability of ZSM-5 and β-Zeolite Catalysts in the Thermo-catalytic Cracking of Fischer–Tropsch Wax

inferred← citeshttps://doi.org/10.1007/s10586-024-04770-3openalex-snapshot

WHHO: enhanced Harris hawks optimizer for feature selection in high-dimensional data

inferred← citeshttps://doi.org/10.1007/s10586-025-05533-4openalex-snapshot

Optimized feature selection for IoT intrusion detection using firefly and Harris Hawk Optimization algorithms with a new multi-objective fitness function

inferred← citeshttps://doi.org/10.1007/s10618-023-00978-wopenalex-snapshot

Fast, accurate and explainable time series classification through randomization

inferred← citeshttps://doi.org/10.1007/s10668-021-02041-4openalex-snapshot

A practical approach to flood hazard, vulnerability, and risk assessing and mapping for Quang Binh province, Vietnam

inferred← citeshttps://doi.org/10.1007/s10791-024-09483-0openalex-snapshot

OptiFeat: enhancing feature selection, a hybrid approach combining subject matter expertise and recursive feature elimination method

inferred← citeshttps://doi.org/10.1007/s10792-021-01963-2openalex-snapshot

Proposing an ensemble learning model based on neural network and fuzzy system for keratoconus diagnosis based on Pentacam measurements

inferred← citeshttps://doi.org/10.1007/s10796-024-10559-xopenalex-snapshot

Features Selection for Credit Risk Prediction Problem

inferred← citeshttps://doi.org/10.1007/s10844-021-00680-7openalex-snapshot

Local feature selection for multiple instance learning

inferred← citeshttps://doi.org/10.1007/s10901-022-09937-1openalex-snapshot

Comparison of machine learning models to provide preliminary forecasts of real estate prices

inferred← citeshttps://doi.org/10.1007/s10901-025-10244-8openalex-snapshot

Identifying influencers of housing prices: spatial heterogeneity and pattern analysis using machine learning, spatial regression, and GIS

inferred← citeshttps://doi.org/10.1007/s10921-026-01370-6openalex-snapshot

Feature Selection of Multi-Channel Acoustic Signals Based on Weighted KL Distance for Boiler Tube Leakage Detection

inferred← citeshttps://doi.org/10.1007/s10994-024-06718-5openalex-snapshot

iSOUP-SymRF: Symbolic feature ranking with random forests in online multi-target regression and multi-label classification

inferred← citeshttps://doi.org/10.1007/s11042-020-09893-4openalex-snapshot

Novel tent pooling based human activity recognition approach

inferred← citeshttps://doi.org/10.1007/s11042-021-11474-yopenalex-snapshot

Hybrid method to supervise feature selection using signal processing and complex algebra techniques

inferred← citeshttps://doi.org/10.1007/s11042-022-12500-3openalex-snapshot

Classification of COVID-19 from chest x-ray images using deep features and correlation coefficient

inferred← citeshttps://doi.org/10.1007/s11042-022-13809-9openalex-snapshot

Towards artificial intelligence in mental health: a comprehensive survey on the detection of schizophrenia

inferred← citeshttps://doi.org/10.1007/s11042-023-14656-yopenalex-snapshot

Trends in speech emotion recognition: a comprehensive survey

inferred← citeshttps://doi.org/10.1007/s11042-023-15917-6openalex-snapshot

Filter-based feature selection methods in the presence of missing data for medical prediction models

inferred← citeshttps://doi.org/10.1007/s11042-023-16351-4openalex-snapshot

Hybrid models for classifying histological images: An association of deep features by transfer learning with ensemble classifier

inferred← citeshttps://doi.org/10.1007/s11042-023-17259-9openalex-snapshot

Brain tissue magnetic resonance imaging segmentation using anisotropic textural features

inferred← citeshttps://doi.org/10.1007/s11042-024-18672-4openalex-snapshot

Membership Weight Salp Swarm Algorithm (MWSSA) based feature selection and deep learning approach for breast cancer classification of SNP genomics data

inferred← citeshttps://doi.org/10.1007/s11042-024-20276-xopenalex-snapshot

HEFS-MLDR: A novel hybrid ensemble feature selection framework for improved deep neural network architecture in the diagnosis of Parkinson’s disease

inferred← citeshttps://doi.org/10.1007/s11042-024-20421-6openalex-snapshot

Student adaptivity classification in online education through stacked ensemble learning

inferred← citeshttps://doi.org/10.1007/s11063-025-11760-yopenalex-snapshot

Predicting Depression in Older Adults: A Novel Feature Selection and Neural Network Framework

inferred← citeshttps://doi.org/10.1007/s11069-024-06878-6openalex-snapshot

Comparisons of filter, wrapper, and embedded feature selection for rockfall susceptibility prediction and mapping

inferred← citeshttps://doi.org/10.1007/s11192-023-04633-5openalex-snapshot

Formulation of rules for the scientific community using deep learning

inferred← citeshttps://doi.org/10.1007/s11227-019-02975-7openalex-snapshot

A new improved filter-based feature selection model for high-dimensional data

inferred← citeshttps://doi.org/10.1007/s11227-021-03773-wopenalex-snapshot

Improved salp swarm algorithm based on the levy flight for feature selection

inferred← citeshttps://doi.org/10.1007/s11227-023-05290-4openalex-snapshot

Ensemble clustering and feature weighting in time series data

inferred← citeshttps://doi.org/10.1007/s11227-024-06714-5openalex-snapshot

An improved conditional relevance and weighted redundancy feature selection method for gene expression data

inferred← citeshttps://doi.org/10.1007/s11227-026-08577-4openalex-snapshot

BTCOA: a two stage feature selection framework combining graph theory and trigonometric functions for HDLSS biomedical data

inferred← citeshttps://doi.org/10.1007/s11269-020-02603-7openalex-snapshot

Improvement of Best First Decision Trees Using Bagging and Dagging Ensembles for Flood Probability Mapping

inferred← citeshttps://doi.org/10.1007/s11277-019-06504-wopenalex-snapshot

Correlation Based Feature Selection Algorithms for Varying Datasets of Different Dimensionality

inferred← citeshttps://doi.org/10.1007/s11277-021-08796-3openalex-snapshot

Hybrid Global Sensitivity Analysis Based Optimal Attribute Selection Using Classification Techniques by Machine Learning Algorithm

inferred← citeshttps://doi.org/10.1007/s11277-025-11744-0openalex-snapshot

Internet Usage Prediction in Cellular Networks by Ensemble of Deep Belief Networks (DBNs) and Particle Swarm Optimization (PSO)

inferred← citeshttps://doi.org/10.1007/s11416-025-00555-3openalex-snapshot

Optimized feature representation and selection for malware detection using portable executable headers and machine learning

inferred← citeshttps://doi.org/10.1007/s11517-022-02617-wopenalex-snapshot

Machine learning algorithm to evaluate risk factors of diabetic foot ulcers and its severity

inferred← citeshttps://doi.org/10.1007/s11517-023-02892-1openalex-snapshot

Enhancing the prediction of IDC breast cancer staging from gene expression profiles using hybrid feature selection methods and deep learning architecture

inferred← citeshttps://doi.org/10.1007/s11517-024-03157-1openalex-snapshot

DNN-BP: a novel framework for cuffless blood pressure measurement from optimal PPG features using deep learning model

inferred← citeshttps://doi.org/10.1007/s11540-023-09674-0openalex-snapshot

Characterizing Diploid and Tetraploid Potato Cultivars with Reflectance Spectroscopy

inferred← citeshttps://doi.org/10.1007/s11547-021-01389-xopenalex-snapshot

A deep look into radiomics

inferred← citeshttps://doi.org/10.1007/s11571-024-10130-zopenalex-snapshot

Automatic detection of Alzheimer’s disease from EEG signals using an improved AFS–GA hybrid algorithm

inferred← citeshttps://doi.org/10.1007/s11604-024-01544-0openalex-snapshot

Magnetic resonance imaging based on radiomics for differentiating T1-category nasopharyngeal carcinoma from nasopharyngeal lymphoid hyperplasia: a multicenter study

inferred← citeshttps://doi.org/10.1007/s11634-020-00408-5openalex-snapshot

Active learning of constraints for weighted feature selection

inferred← citeshttps://doi.org/10.1007/s11694-022-01351-zopenalex-snapshot

Rapid odor recognition based on reliefF algorithm using electronic nose and its application in fruit identification and classification

inferred← citeshttps://doi.org/10.1007/s11696-024-03499-yopenalex-snapshot

Prediction of apoptosis signal-regulating kinase 1 (ASK1) inhibition with machine learning methods

inferred← citeshttps://doi.org/10.1007/s11704-025-41074-0openalex-snapshot

Enhancing data quality with effective feature selection and privacy protection

inferred← citeshttps://doi.org/10.1007/s11804-025-00752-yopenalex-snapshot

Framework for Single Misfire Identification in a Marine Diesel Engine using Machine Learning

inferred← citeshttps://doi.org/10.1007/s12020-024-04068-9openalex-snapshot

Identification of potential biomarkers of papillary thyroid carcinoma

inferred← citeshttps://doi.org/10.1007/s12046-025-02749-3openalex-snapshot

Landslide risk assessment on the China–Pakistan Economic Corridor (CPEC): a comparative study of quantitative and machine learning approaches

inferred← citeshttps://doi.org/10.1007/s12063-026-00591-2openalex-snapshot

Rival or ally? Development of a success prediction model for coffee shops using machine learning

inferred← citeshttps://doi.org/10.1007/s12161-025-02981-xopenalex-snapshot

Dynamic Prediction of Reducing Sugar Content in Daqu Based on a Time Series–Microenvironment Coupled Stacking Model

inferred← citeshttps://doi.org/10.1007/s12206-022-0510-2openalex-snapshot

A novel approach for prediction of surface roughness in turning of EN353 steel by RVR-PSO using selected features of VMD along with cutting parameters

inferred← citeshttps://doi.org/10.1007/s12517-021-06816-xopenalex-snapshot

Local-based mapping of carbon footprint variation in Turkey using artificial neural networks

inferred← citeshttps://doi.org/10.1007/s12530-024-09580-xopenalex-snapshot

Binary northern goshawk optimization for feature selection on micro array cancer datasets

inferred← citeshttps://doi.org/10.1007/s12553-021-00557-3openalex-snapshot

Computer-aided diagnosis of sleep apnea using gene expression

inferred← citeshttps://doi.org/10.1007/s12559-024-10400-2openalex-snapshot

Attribute Reduction in a Hybrid Decision Information System Based on Fuzzy Conditional Information Entropy Using Iterative Model and Matrix Operation

inferred← citeshttps://doi.org/10.1007/s12665-022-10593-5openalex-snapshot

Integration of group method of data handling (GMDH) algorithm and population-based metaheuristic algorithms for spatial prediction of potential groundwater

inferred← citeshttps://doi.org/10.1007/s12665-024-11840-7openalex-snapshot

Prediction of hydraulic conductivity of sand with multivariate-index properties using optimal machine-learning-based regression models

inferred← citeshttps://doi.org/10.1007/s13042-024-02143-1openalex-snapshot

Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering

inferred← citeshttps://doi.org/10.1007/s13042-024-02299-wopenalex-snapshot

Sentiment classification of movie reviews: a powerful method based on ensemble of classifiers and features

inferred← citeshttps://doi.org/10.1007/s13198-024-02552-zopenalex-snapshot

ERFLSTM: Enhanced regularization function in LSTM to assess feature importance

inferred← citeshttps://doi.org/10.1007/s13202-020-00839-yopenalex-snapshot

A comparative study of heterogeneous ensemble methods for the identification of geological lithofacies

inferred← citeshttps://doi.org/10.1007/s13369-020-04380-2openalex-snapshot

An Efficient Filter-Based Feature Selection Model to Identify Significant Features from High-Dimensional Microarray Data

inferred← citeshttps://doi.org/10.1007/s13369-024-09681-4openalex-snapshot

Machine Learning Approach with Multiple Feature Selection Techniques to Diagnose the Inter-Turn Winding Faults in Induction Motor

inferred← citeshttps://doi.org/10.1007/s13721-025-00533-1openalex-snapshot

Integrating relieff-based feature selection and ensemble machine learning for robust biomarker identification in colorectal cancer

inferred← citeshttps://doi.org/10.1007/s13721-025-00690-3openalex-snapshot

A feasible machine learning framework for diagnosing stroke patients versus mimic conditions incorporating extracellular vesicle characterization and EHR features fusion

inferred← citeshttps://doi.org/10.1007/s13748-024-00324-1openalex-snapshot

Bearing fault diagnosis using multiple feature selection algorithms with SVM

inferred← citeshttps://doi.org/10.1007/s13755-021-00168-2openalex-snapshot

Machine learning models for classification and identification of significant attributes to detect type 2 diabetes

inferred← citeshttps://doi.org/10.1007/s13755-025-00383-1openalex-snapshot

CTGFusionNet: fusion of deep learning models for predicting fetal distress—a multimodal approach

inferred← citeshttps://doi.org/10.1007/s13762-024-06183-6openalex-snapshot

Machine Learning approaches for identifying factors influencing dust sensitivity in the Gavkhouni Basin, Central Iran

inferred← citeshttps://doi.org/10.1007/s40194-026-02403-4openalex-snapshot

Data-driven modelling of the fume emission rate for gas metal arc welding

inferred← citeshttps://doi.org/10.1007/s40430-020-02671-1openalex-snapshot

Improvement in classification accuracy and computational speed in bearing fault diagnosis using multiscale fuzzy entropy

inferred← citeshttps://doi.org/10.1007/s40430-023-04142-9openalex-snapshot

Imbalanced fault classification of rolling bearing based on an improved oversampling method

inferred← citeshttps://doi.org/10.1007/s40430-023-04309-4openalex-snapshot

A new approach for remaining useful life prediction of bearings using 1D-ternary patterns with LSTM

inferred← citeshttps://doi.org/10.1007/s40430-023-04341-4openalex-snapshot

An expert system for vibration-based surface roughness prediction using firefly algorithm and LSTM network

inferred← citeshttps://doi.org/10.1007/s40745-020-00251-7openalex-snapshot

Monotonicity of the $$\chi ^2$$-statistic and Feature Selection

inferred← citeshttps://doi.org/10.1007/s40745-025-00599-8openalex-snapshot

RBON: A Robust Bi-objective Feature Selection Framework Using Hybrid Ensemble Technique and NSGA-II

inferred← citeshttps://doi.org/10.1007/s40747-022-00732-7openalex-snapshot

Complex system health condition estimation using tree-structured simple recurrent unit networks

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