Cargando…

Cancer Classification Based on Support Vector Machine Optimized by Particle Swarm Optimization and Artificial Bee Colony

Intelligent optimization algorithms have advantages in dealing with complex nonlinear problems accompanied by good flexibility and adaptability. In this paper, the FCBF (Fast Correlation-Based Feature selection) method is used to filter irrelevant and redundant features in order to improve the quali...

Descripción completa

Detalles Bibliográficos
Autores principales:	Gao, Lingyun, Ye, Mingquan, Wu, Changrong
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2017
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6149693/ https://www.ncbi.nlm.nih.gov/pubmed/29186052 http://dx.doi.org/10.3390/molecules22122086

Ejemplares similares

Classification of Motor Imagery EEG Signals with Support Vector Machines and Particle Swarm Optimization
por: Ma, Yuliang, et al.
Publicado: (2016)

Support Vector Machine Based on Adaptive Acceleration Particle Swarm Optimization
por: Abdulameer, Mohammed Hasan, et al.
Publicado: (2014)

Prediction of Skin Sensitization with a Particle Swarm Optimized Support Vector Machine
por: Yuan, Hua, et al.
Publicado: (2009)

Bicycling Phase Recognition for Lower Limb Amputees Using Support Vector Machine Optimized by Particle Swarm Optimization
por: Li, Xinxin, et al.
Publicado: (2020)

A Novel Weighted Support Vector Machine Based on Particle Swarm Optimization for Gene Selection and Tumor Classification
por: Abdi, Mohammad Javad, et al.
Publicado: (2012)

Cancer Feature Selection and Classification Using a Binary Quantum-Behaved Particle Swarm Optimization and Support Vector Machine
por: Xi, Maolong, et al.
Publicado: (2016)

Feature Selection Method Based on Artificial Bee Colony Algorithm and Support Vector Machines for Medical Datasets Classification
por: Uzer, Mustafa Serter, et al.
Publicado: (2013)

Comparison of support vector machines based on particle swarm optimization and genetic algorithm in sleep staging
por: Geng, Duyan, et al.
Publicado: (2019)

Short-term power load forecasting based on gray relational analysis and support vector machine optimized by artificial bee colony algorithm
por: Pang, Xinfu, et al.
Publicado: (2022)

Random embedded calibrated statistical blind steganalysis using cross validated support vector machine and support vector machine with particle swarm optimization
por: Shankar, Deepa D., et al.
Publicado: (2023)

An MR Brain Images Classifier System via Particle Swarm Optimization and Kernel Support Vector Machine
por: Zhang, Yudong, et al.
Publicado: (2013)

Hybrid Method Based on Information Gain and Support Vector Machine for Gene Selection in Cancer Classification
por: Gao, Lingyun, et al.
Publicado: (2017)

Chaotic Particle Swarm Optimization with Mutation for Classification
por: Assarzadeh, Zahra, et al.
Publicado: (2015)

Artificial Bee Colony Based Gabor Parameters Optimizer (ABC-GPO) for Modulation Classification
por: AlJubayrin, Saad, et al.
Publicado: (2022)

Optimal Parameter Selection for Support Vector Machine Based on Artificial Bee Colony Algorithm: A Case Study of Grid-Connected PV System Power Prediction
por: Gao, Xiang-ming, et al.
Publicado: (2017)

Particle Swarm Optimization-Based Support Vector Regression for Tourist Arrivals Forecasting
por: Liu, Hsiou-Hsiang, et al.
Publicado: (2018)

A water quality assessment method based on an improved grey relational analysis and particle swarm optimization multi-classification support vector machine
por: Gai, Rongli, et al.
Publicado: (2023)

A Personalized Electronic Movie Recommendation System Based on Support Vector Machine and Improved Particle Swarm Optimization
por: Wang, Xibin, et al.
Publicado: (2016)

Particle Swarm Optimized Hybrid Kernel-Based Multiclass Support Vector Machine for Microarray Cancer Data Analysis
por: Segera, Davies, et al.
Publicado: (2019)

Identifying the Factors Affecting the Incidence of Congenital Heart Disease Using Support Vector Machine and Particle Swarm Optimization
por: Dehghan, Bahar, et al.
Publicado: (2023)

Modeling and Compensation of Random Drift of MEMS Gyroscopes Based on Least Squares Support Vector Machine Optimized by Chaotic Particle Swarm Optimization
por: Xing, Haifeng, et al.
Publicado: (2017)

Retracted: Artificial Bee Colony Based Gabor Parameters Optimizer (ABC-GPO) for Modulation Classification
por: Intelligence and Neuroscience, Computational
Publicado: (2023)

A Multistrategy Optimization Improved Artificial Bee Colony Algorithm
por: Liu, Wen
Publicado: (2014)

Bearing Fault Diagnosis Using a Particle Swarm Optimization-Least Squares Wavelet Support Vector Machine Classifier
por: Van, Mien, et al.
Publicado: (2020)

A Support Vector Machine and Particle Swarm Optimization Based Model for Cemented Tailings Backfill Materials Strength Prediction
por: Yu, Zhuoqun, et al.
Publicado: (2022)

Support vector machine based emissions modeling using particle swarm optimization for homogeneous charge compression ignition engine
por: Gordon, David, et al.
Publicado: (2021)

Classification and Optimization of Basketball Players' Training Effect Based on Particle Swarm Optimization
por: Zhu, Quanfei
Publicado: (2022)

Support Vector Regression Based on the Particle Swarm Optimization Algorithm for Tight Oil Recovery Prediction
por: Huang, Shihui, et al.
Publicado: (2021)

The Bi-Directional Prediction of Carbon Fiber Production Using a Combination of Improved Particle Swarm Optimization and Support Vector Machine
por: Xiao, Chuncai, et al.
Publicado: (2014)

Artificial Bee Colony Algorithm for Solving Optimal Power Flow Problem
por: Le Dinh, Luong, et al.
Publicado: (2013)

Hierarchical Artificial Bee Colony Algorithm for RFID Network Planning Optimization
por: Ma, Lianbo, et al.
Publicado: (2014)

Selectively-informed particle swarm optimization
por: Gao, Yang, et al.
Publicado: (2015)

Optimized Particle Swarm Optimization (OPSO) and its application to artificial neural network training
por: Meissner, Michael, et al.
Publicado: (2006)

A novel comprehensive learning artificial bee colony optimizer for dynamic optimization biological problems
por: Su, Weixing, et al.
Publicado: (2017)

Particle swarm optimization (PSO)
por: Walker, Brian
Publicado: (2017)

Multidimensional particle swarm optimization for machine learning and pattern recognition
por: Kiranyaz, Serkan, et al.
Publicado: (2013)

Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms
por: Garro, Beatriz A., et al.
Publicado: (2015)

Integrated support vector regression and an improved particle swarm optimization-based model for solar radiation prediction
por: Ghazvinian, Hamidreza, et al.
Publicado: (2019)

An Optimization Framework of Multiobjective Artificial Bee Colony Algorithm Based on the MOEA Framework
por: Huo, Jiuyuan, et al.
Publicado: (2018)

Medical Dataset Classification: A Machine Learning Paradigm Integrating Particle Swarm Optimization with Extreme Learning Machine Classifier
por: Subbulakshmi, C. V., et al.
Publicado: (2015)

Cannot write session to /tmp/vufind_sessions/sess_142j3k6l2jmeakkferlhnfr6l3