Analysis and Benchmarking of feature reduction for classification under computational constraints
Machine learning is most often expensive in terms of computational and memory costs due to training with large volumes of data. Current computational limitations of many computing systems motivate us to investigate practical approaches, such as feature selection and reduction, to reduce the time and...
| Published in: | Machine Learning: Science and Technology |
|---|---|
| Main Authors: | Omer Subasi, Sayan Ghosh, Joseph Manzano, Bruce Palmer, Andrés Marquez |
| Format: | Article |
| Language: | English |
| Published: |
IOP Publishing
2024-01-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1088/2632-2153/ad3726 |
Similar Items
A Review Study of Microarray Data Classification with the Application of Dimension Reduction
by: Sharifah Nadia Syed Hasan, et al.
Published: (2024-03-01)
by: Sharifah Nadia Syed Hasan, et al.
Published: (2024-03-01)
Mutual Information-Driven Feature Reduction for Hyperspectral Image Classification
by: Md Rashedul Islam, et al.
Published: (2023-01-01)
by: Md Rashedul Islam, et al.
Published: (2023-01-01)
Benchmarking feature selection and feature extraction methods to improve the performances of machine-learning algorithms for patient classification using metabolomics biomedical data
by: Justine Labory, et al.
Published: (2024-12-01)
by: Justine Labory, et al.
Published: (2024-12-01)
A Holistic Strategy for Classification of Sleep Stages with EEG
by: Sunil Kumar Prabhakar, et al.
Published: (2022-05-01)
by: Sunil Kumar Prabhakar, et al.
Published: (2022-05-01)
An Analytical Benchmark of Feature Selection Techniques for Industrial Fault Classification Leveraging Time-Domain Features
by: Meltem Süpürtülü, et al.
Published: (2025-01-01)
by: Meltem Süpürtülü, et al.
Published: (2025-01-01)
Coherent Feature Extraction with Swarm Intelligence Based Hybrid Adaboost Weighted ELM Classification for Snoring Sound Classification
by: Sunil Kumar Prabhakar, et al.
Published: (2024-08-01)
by: Sunil Kumar Prabhakar, et al.
Published: (2024-08-01)
Joint feature selection and classification of low-resolution satellite images using the SAT-6 dataset
by: Rajalaxmi Padhy, et al.
Published: (2025-09-01)
by: Rajalaxmi Padhy, et al.
Published: (2025-09-01)
HISET: Hybrid interpretable strategies with ensemble techniques for respiratory sound classification
by: Sunil Kumar Prabhakar, et al.
Published: (2023-08-01)
by: Sunil Kumar Prabhakar, et al.
Published: (2023-08-01)
Feature selection and classification improvement of Kinnow using SVM classifier
by: Sukhpreet Singh, et al.
Published: (2022-12-01)
by: Sukhpreet Singh, et al.
Published: (2022-12-01)
HM–GDM: Hybrid Measures and Graph-Dependent Modeling for Environmental Sound Classification
by: Sunil Kumar Prabhakar, et al.
Published: (2024-08-01)
by: Sunil Kumar Prabhakar, et al.
Published: (2024-08-01)
Strategies for dimensionality reduction in hyperspectral remote sensing: A comprehensive overview
by: Radhesyam Vaddi, et al.
Published: (2024-03-01)
by: Radhesyam Vaddi, et al.
Published: (2024-03-01)
Benchmarking feature projection methods in radiomics
by: Aydin Demircioğlu
Published: (2025-09-01)
by: Aydin Demircioğlu
Published: (2025-09-01)
BENCHMARKING BIO-INSPIRED COMPUTATION ALGORITHMS AS WRAPPERS FOR FEATURE SELECTION
by: Drazen BAJER, et al.
Published: (2020-08-01)
by: Drazen BAJER, et al.
Published: (2020-08-01)
Kernel to computation: identifying optimal feature set for red rice classification
by: Suma D, et al.
Published: (2025-12-01)
by: Suma D, et al.
Published: (2025-12-01)
Timeseries Fault Classification in Power Transmission Lines by Non-Intrusive Feature Extraction and Selection Using Supervised Machine Learning
by: Rab Nawaz, et al.
Published: (2024-01-01)
by: Rab Nawaz, et al.
Published: (2024-01-01)
Redundancy Is Not Necessarily Detrimental in Classification Problems
by: Sebastián Alberto Grillo, et al.
Published: (2021-11-01)
by: Sebastián Alberto Grillo, et al.
Published: (2021-11-01)
A new feature extraction approach of medical image based on data distribution skew
by: Farag Hamed Kuwil
Published: (2022-09-01)
by: Farag Hamed Kuwil
Published: (2022-09-01)
Robust Automatic Modulation Classification Under Varying Noise Conditions
by: Zhilu Wu, et al.
Published: (2017-01-01)
by: Zhilu Wu, et al.
Published: (2017-01-01)
SCMs: Systematic Conglomerated Models for Audio Cough Signal Classification
by: Sunil Kumar Prabhakar, et al.
Published: (2024-07-01)
by: Sunil Kumar Prabhakar, et al.
Published: (2024-07-01)
Pyramided and optimized blurred shape model for plant leaf classification
by: Rolla Almodfer, et al.
Published: (2023-08-01)
by: Rolla Almodfer, et al.
Published: (2023-08-01)
Comparison of Feature Selection and Feature Extraction Role in Dimensionality Reduction of Big Data
by: Haidar Khalid Malik, et al.
Published: (2023-03-01)
by: Haidar Khalid Malik, et al.
Published: (2023-03-01)
Interactive Guiding Sparse Auto-Encoder with Wasserstein Regularization for Efficient Classification
by: Haneum Lee, et al.
Published: (2023-06-01)
by: Haneum Lee, et al.
Published: (2023-06-01)
An Effective Feature Extraction Method for Tomato Leafminer - Tuta Absoluta (Meyrick) (Lepidoptera: Gelechiidae) Classification
by: Tahsin Uygun, et al.
Published: (2025-05-01)
by: Tahsin Uygun, et al.
Published: (2025-05-01)
Method of Feature Reduction in Short Text Classification Based on Feature Clustering
by: Fangfang Li, et al.
Published: (2019-04-01)
by: Fangfang Li, et al.
Published: (2019-04-01)
A Novel Text Classification Technique Using Improved Particle Swarm Optimization: A Case Study of Arabic Language
by: Yousif A. Alhaj, et al.
Published: (2022-06-01)
by: Yousif A. Alhaj, et al.
Published: (2022-06-01)
An efficient and automatic ECG arrhythmia diagnosis system using DWT and HOS features and entropy- based feature selection procedure
by: Chashmi Abdullah Jafari, et al.
Published: (2019-08-01)
by: Chashmi Abdullah Jafari, et al.
Published: (2019-08-01)
An Efficient Method for Breast Mass Classification Using Pre-Trained Deep Convolutional Networks
by: Ebtihal Al-Mansour, et al.
Published: (2022-07-01)
by: Ebtihal Al-Mansour, et al.
Published: (2022-07-01)
Sleep Apnea Detection Using Multi-Error-Reduction Classification System with Multiple Bio-Signals
by: Xilin Li, et al.
Published: (2022-07-01)
by: Xilin Li, et al.
Published: (2022-07-01)
Data Pre-Processing and Classification for Traffic Anomaly Intrusion Detection Using NSLKDD Dataset
by: Gnanaprasanambikai L., et al.
Published: (2018-09-01)
by: Gnanaprasanambikai L., et al.
Published: (2018-09-01)
Audio Based Emotion Classification Using Classifier Ensemble
by: Abdul Mudassar, et al.
Published: (2023-12-01)
by: Abdul Mudassar, et al.
Published: (2023-12-01)
Toward optimal feature selection using ranking methods and classification algorithms
by: Novaković Jasmina, et al.
Published: (2011-01-01)
by: Novaković Jasmina, et al.
Published: (2011-01-01)
Hyperspectral Image Classification via Information Theoretic Dimension Reduction
by: Md Rashedul Islam, et al.
Published: (2023-02-01)
by: Md Rashedul Islam, et al.
Published: (2023-02-01)
A Review of Feature Selection and Its Methods
by: Venkatesh B., et al.
Published: (2019-03-01)
by: Venkatesh B., et al.
Published: (2019-03-01)
Time series classification with random temporal features
by: Cun Ji, et al.
Published: (2023-10-01)
by: Cun Ji, et al.
Published: (2023-10-01)
Hyperspectral Dimensionality Reduction Based on Inter-Band Redundancy Analysis and Greedy Spectral Selection
by: Giorgio Morales, et al.
Published: (2021-09-01)
by: Giorgio Morales, et al.
Published: (2021-09-01)
A comparative study on deep feature selection methods for skin lesion classification
by: Farzad Golnoori, et al.
Published: (2024-03-01)
by: Farzad Golnoori, et al.
Published: (2024-03-01)
Classification of Imbalanced Data Represented as Binary Features
by: Kunti Robiatul Mahmudah, et al.
Published: (2021-08-01)
by: Kunti Robiatul Mahmudah, et al.
Published: (2021-08-01)
Enhanced Classification of Ear Disease Images Using Metaheuristic Feature Selection
by: Murat Ekinci, et al.
Published: (2025-03-01)
by: Murat Ekinci, et al.
Published: (2025-03-01)
An Ensemble Hybrid Framework: A Comparative Analysis of Metaheuristic Algorithms for Ensemble Hybrid CNN Features for Plants Disease Classification
by: Khaoula Taji, et al.
Published: (2024-01-01)
by: Khaoula Taji, et al.
Published: (2024-01-01)
Enhanced Ship/Iceberg Classification in SAR Images Using Feature Extraction and the Fusion of Machine Learning Algorithms
by: Zahra Jafari, et al.
Published: (2023-11-01)
by: Zahra Jafari, et al.
Published: (2023-11-01)
Similar Items
-
A Review Study of Microarray Data Classification with the Application of Dimension Reduction
by: Sharifah Nadia Syed Hasan, et al.
Published: (2024-03-01) -
Mutual Information-Driven Feature Reduction for Hyperspectral Image Classification
by: Md Rashedul Islam, et al.
Published: (2023-01-01) -
Benchmarking feature selection and feature extraction methods to improve the performances of machine-learning algorithms for patient classification using metabolomics biomedical data
by: Justine Labory, et al.
Published: (2024-12-01) -
A Holistic Strategy for Classification of Sleep Stages with EEG
by: Sunil Kumar Prabhakar, et al.
Published: (2022-05-01) -
An Analytical Benchmark of Feature Selection Techniques for Industrial Fault Classification Leveraging Time-Domain Features
by: Meltem Süpürtülü, et al.
Published: (2025-01-01)
