Multi-Objective Models for Sparse Optimization in Linear Support Vector Machine Classification
The design of linear Support Vector Machine (SVM) classification techniques is generally a Multi-objective Optimization Problem (MOP). These classification techniques require finding appropriate trade-offs between two objectives, such as the amount of misclassified training data (classification erro...
| Published in: | Mathematics |
|---|---|
| Main Authors: | Behzad Pirouz, Behrouz Pirouz |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-08-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2227-7390/11/17/3721 |
Similar Items
Enhanced SparseEA for large-scale multi-objective feature selection problems
by: Shu-Chuan Chu, et al.
Published: (2023-07-01)
by: Shu-Chuan Chu, et al.
Published: (2023-07-01)
Multi-Objective Support Vector Regression Reduces Systematic Error in Moderate Resolution Maps of Tree Species Abundance
by: Kasey Legaard, et al.
Published: (2020-05-01)
by: Kasey Legaard, et al.
Published: (2020-05-01)
ADHD classification based on a multi-objective support vector machine
by: Hai-peng DU, et al.
Published: (2020-04-01)
by: Hai-peng DU, et al.
Published: (2020-04-01)
Evaluation of Landslide Susceptibility Based on Multi-objective Optimization Method
by: ZHANG Xingcun, et al.
Published: (2024-02-01)
by: ZHANG Xingcun, et al.
Published: (2024-02-01)
Matching Ontologies through Multi-Objective Evolutionary Algorithm with Relevance Matrix
by: Hai Zhu, et al.
Published: (2022-06-01)
by: Hai Zhu, et al.
Published: (2022-06-01)
Soft-sensor modeling of silicon content in hot metal based on sparse robust LS-SVR and multi-objective optimization
by: GUO Dong-wei, et al.
Published: (2016-09-01)
by: GUO Dong-wei, et al.
Published: (2016-09-01)
Inventory classification by multiple objective particles
swarm optimization
by: Mansour Esmaeilzadeh, et al.
Published: (2014-09-01)
by: Mansour Esmaeilzadeh, et al.
Published: (2014-09-01)
Multi-objective portfolio optimization using real coded genetic algorithm based support vector machines
by: B. Surja, et al.
Published: (2025-06-01)
by: B. Surja, et al.
Published: (2025-06-01)
Improved SparseEA for sparse large-scale multi-objective optimization problems
by: Yajie Zhang, et al.
Published: (2021-10-01)
by: Yajie Zhang, et al.
Published: (2021-10-01)
An Interpolation-Based Evolutionary Algorithm for Bi-Objective Feature Selection in Classification
by: Hang Xu
Published: (2024-08-01)
by: Hang Xu
Published: (2024-08-01)
Selecting EEG channels and features using multi-objective optimization for accurate MCI detection: validation using leave-one-subject-out strategy
by: Majid Aljalal, et al.
Published: (2024-05-01)
by: Majid Aljalal, et al.
Published: (2024-05-01)
Comparative Study of Ant Colony Algorithms for Multi-Objective Optimization
by: Jiaxu Ning, et al.
Published: (2018-12-01)
by: Jiaxu Ning, et al.
Published: (2018-12-01)
Feature extraction using sparse component decomposition for face classification
by: Hamid Reza Shahdoosti
Published: (2023-09-01)
by: Hamid Reza Shahdoosti
Published: (2023-09-01)
A Novel Cooperation Multi-Objective Optimization Approach: Multi-Swarm Multi-Objective Evolutionary Algorithm Based on Decomposition (MSMOEA/D)
by: Rui Liu, et al.
Published: (2022-06-01)
by: Rui Liu, et al.
Published: (2022-06-01)
Non-linear multi-objective optimization model of production planning based on fuzzy logic and machine learning
by: Zahra Saeidi Mobarakeh, et al.
Published: (2024-09-01)
by: Zahra Saeidi Mobarakeh, et al.
Published: (2024-09-01)
An adaptive initialization and multitasking based evolutionary algorithm for bi-objective feature selection in classification
by: Hang Xu, et al.
Published: (2025-05-01)
by: Hang Xu, et al.
Published: (2025-05-01)
A Multi-Objective Multi-Label Feature Selection Algorithm Based on Shapley Value
by: Hongbin Dong, et al.
Published: (2021-08-01)
by: Hongbin Dong, et al.
Published: (2021-08-01)
MOBCSA: Multi-Objective Binary Cuckoo Search Algorithm for Features Selection in Bioinformatics
by: Hudhaifa Mohammed Abdulwahab, et al.
Published: (2024-01-01)
by: Hudhaifa Mohammed Abdulwahab, et al.
Published: (2024-01-01)
A Comprehensive Analysis on Enhancing Multi-Objective Evolutionary Algorithms Using Chaotic Dynamics and Dominant Relationship-Based Search Strategies
by: Zitong Wang, et al.
Published: (2025-01-01)
by: Zitong Wang, et al.
Published: (2025-01-01)
Multi-objective diesel engine emission management and control technology based on SVM and NSGA-II
by: Yinghua Zhang
Published: (2023-12-01)
by: Yinghua Zhang
Published: (2023-12-01)
Multimodal multi-objective optimization algorithm based on hierarchical environment selection strategy
by: Xiao Wang, et al.
Published: (2024-07-01)
by: Xiao Wang, et al.
Published: (2024-07-01)
Application of Multi-Objective Hyper-Heuristics to Solve the Multi-Objective Software Module Clustering Problem
by: Haya Alshareef, et al.
Published: (2022-06-01)
by: Haya Alshareef, et al.
Published: (2022-06-01)
A Survey on Search Strategy of Evolutionary Multi-Objective Optimization Algorithms
by: Zitong Wang, et al.
Published: (2023-04-01)
by: Zitong Wang, et al.
Published: (2023-04-01)
Comparison of Profit-Based Multi-Objective Approaches for Feature Selection in Credit Scoring
by: Naomi Simumba, et al.
Published: (2021-08-01)
by: Naomi Simumba, et al.
Published: (2021-08-01)
Computational Cost Reduction in Multi-Objective Feature Selection Using Permutational-Based Differential Evolution
by: Jesús-Arnulfo Barradas-Palmeros, et al.
Published: (2024-07-01)
by: Jesús-Arnulfo Barradas-Palmeros, et al.
Published: (2024-07-01)
Classification of Reservoir Recovery Factor for Oil and Gas Reservoirs: A Multi-Objective Feature Selection Approach
by: Qasem Al-Tashi, et al.
Published: (2021-08-01)
by: Qasem Al-Tashi, et al.
Published: (2021-08-01)
Multi-objective planning for voltage sag compensation of sparse distribution networks with unified power quality conditioner using improved NSGA-III optimization
by: Yubo Guo, et al.
Published: (2022-11-01)
by: Yubo Guo, et al.
Published: (2022-11-01)
A Systematic Study on Recent Evolutionary Algorithms for Multi-Modal Multi-Objective Optimization
by: Muhammad Waqar Khan, et al.
Published: (2024-12-01)
by: Muhammad Waqar Khan, et al.
Published: (2024-12-01)
Multi-objective optimization of structural parameters of SCR system under Eley-Rideal reaction mechanism based on machine learning coupled with response surface methodology
by: Zhiqing Zhang, et al.
Published: (2024-12-01)
by: Zhiqing Zhang, et al.
Published: (2024-12-01)
Study on Multi-Objective Optimization of High-Efficiency and Low-NOx Emissions of Power Station Boilers Based on Least Squares Support Vector Machines
by: LIANG Zhongrong, et al.
Published: (2023-12-01)
by: LIANG Zhongrong, et al.
Published: (2023-12-01)
A Simple Proposal for Including Designer Preferences in Multi-Objective Optimization Problems
by: Xavier Blasco, et al.
Published: (2021-04-01)
by: Xavier Blasco, et al.
Published: (2021-04-01)
Evolutionary computing for clinical dataset classification using a novel feature selection algorithm
by: Pranali D. Sheth, et al.
Published: (2022-09-01)
by: Pranali D. Sheth, et al.
Published: (2022-09-01)
Multi-Objective Sparse Reconstruction With Transfer Learning and Localized Regularization
by: Bai Yan, et al.
Published: (2020-01-01)
by: Bai Yan, et al.
Published: (2020-01-01)
Recent advances in multi-objective whale optimization algorithm, its versions and applications
by: Sharif Naser Makhadmeh, et al.
Published: (2025-08-01)
by: Sharif Naser Makhadmeh, et al.
Published: (2025-08-01)
Benchmarking Real-World Many-Objective Problems: A Problem Suite With Baseline Results
by: Vikas Palakonda, et al.
Published: (2024-01-01)
by: Vikas Palakonda, et al.
Published: (2024-01-01)
A Novel Hybrid Runge Kutta Optimizer with Support Vector Machine on Gene Expression Data for Cancer Classification
by: Essam H. Houssein, et al.
Published: (2023-05-01)
by: Essam H. Houssein, et al.
Published: (2023-05-01)
Optimal Transformation Technique To Solve Multi-Objective Linear Programming Problem (MOLPP)
by: Najmaddin A. Sulaiman, et al.
Published: (2008-12-01)
by: Najmaddin A. Sulaiman, et al.
Published: (2008-12-01)
ALMO: Active Learning-Based Multi-Objective Optimization for Accelerating Constrained Evolutionary Algorithms
by: Karanpreet Singh, et al.
Published: (2024-10-01)
by: Karanpreet Singh, et al.
Published: (2024-10-01)
Learning from Outputs: Improving Multi-Object Tracking Performance by Tracker Fusion
by: Vincenzo M. Scarrica, et al.
Published: (2024-11-01)
by: Vincenzo M. Scarrica, et al.
Published: (2024-11-01)
A multi‐objective feature optimization strategy for developing high‐entropy alloys with optimal strength and ductility
by: Yan Zhang, et al.
Published: (2025-03-01)
by: Yan Zhang, et al.
Published: (2025-03-01)
Similar Items
-
Enhanced SparseEA for large-scale multi-objective feature selection problems
by: Shu-Chuan Chu, et al.
Published: (2023-07-01) -
Multi-Objective Support Vector Regression Reduces Systematic Error in Moderate Resolution Maps of Tree Species Abundance
by: Kasey Legaard, et al.
Published: (2020-05-01) -
ADHD classification based on a multi-objective support vector machine
by: Hai-peng DU, et al.
Published: (2020-04-01) -
Evaluation of Landslide Susceptibility Based on Multi-objective Optimization Method
by: ZHANG Xingcun, et al.
Published: (2024-02-01) -
Matching Ontologies through Multi-Objective Evolutionary Algorithm with Relevance Matrix
by: Hai Zhu, et al.
Published: (2022-06-01)
