Committee-Based Active Learning for Surrogate-Assisted Particle Swarm Optimization of Expensive Problems

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2017.2710978 ◽

2017 ◽

Vol 47 (9) ◽

pp. 2664-2677 ◽

Author(s):

Handing Wang ◽

Yaochu Jin ◽

John Doherty

Keyword(s):

Particle Swarm Optimization ◽

Active Learning ◽

Particle Swarm ◽

Swarm Optimization ◽

Expensive Problems

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Similarity- and reliability-assisted fitness estimation for particle swarm optimization of expensive problems

2014 IEEE Congress on Evolutionary Computation (CEC) ◽

10.1109/cec.2014.6900509 ◽

2014 ◽

Author(s):

Tong Liu ◽

Chaoli Sun ◽

Jianchao Zeng ◽

Songdong Xue ◽

Yaochu Jin

Keyword(s):

Particle Swarm Optimization ◽

Particle Swarm ◽

Swarm Optimization ◽

Expensive Problems

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Surrogate-assisted particle swarm optimization algorithm with Pareto active learning for expensive multi-objective optimization

IEEE/CAA Journal of Automatica Sinica ◽

10.1109/jas.2019.1911450 ◽

2019 ◽

Vol 6 (3) ◽

pp. 838-849 ◽

Author(s):

Zhiming Lv ◽

Linqing Wang ◽

Zhongyang Han ◽

Jun Zhao ◽

Wei Wang

Keyword(s):

Particle Swarm Optimization ◽

Active Learning ◽

Optimization Algorithm ◽

Particle Swarm Optimization Algorithm ◽

Particle Swarm ◽

Multi Objective Optimization ◽

Swarm Optimization ◽

Multi Objective

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An efficient surrogate-assisted particle swarm optimization algorithm for high-dimensional expensive problems

Knowledge-Based Systems ◽

10.1016/j.knosys.2019.104901 ◽

2019 ◽

Vol 184 ◽

pp. 104901 ◽

Author(s):

Xiwen Cai ◽

Haobo Qiu ◽

Liang Gao ◽

Chen Jiang ◽

Xinyu Shao

Keyword(s):

Particle Swarm Optimization ◽

Optimization Algorithm ◽

Particle Swarm Optimization Algorithm ◽

Particle Swarm ◽

High Dimensional ◽

Swarm Optimization ◽

Expensive Problems

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Particle Swarm Optimization Based Swarm Intelligence for Active Learning Improvement: Application on Medical Data Classification

Cognitive Computation ◽

10.1007/s12559-020-09739-z ◽

2020 ◽

Vol 12 (5) ◽

pp. 991-1010

Author(s):

Nawel Zemmal ◽

Nabiha Azizi ◽

Mokhtar Sellami ◽

Soraya Cheriguene ◽

Amel Ziani ◽

...

Keyword(s):

Particle Swarm Optimization ◽

Active Learning ◽

Swarm Intelligence ◽

Particle Swarm ◽

Data Classification ◽

Medical Data ◽

Swarm Optimization ◽

Learning Improvement ◽

Medical Data Classification

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A fast surrogate-assisted particle swarm optimization algorithm for computationally expensive problems

Applied Soft Computing ◽

10.1016/j.asoc.2020.106303 ◽

2020 ◽

Vol 92 ◽

pp. 106303 ◽

Author(s):

Fan Li ◽

Weiming Shen ◽

Xiwen Cai ◽

Liang Gao ◽

G. Gary Wang

Keyword(s):

Particle Swarm Optimization ◽

Optimization Algorithm ◽

Particle Swarm Optimization Algorithm ◽

Particle Swarm ◽

Swarm Optimization ◽

Expensive Problems ◽

Computationally Expensive

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Software Effort Estimation Using Functional Link Neural Networks Tuned with Active Learning and Optimized with Particle Swarm Optimization

Swarm, Evolutionary, and Memetic Computing - Lecture Notes in Computer Science ◽

10.1007/978-3-319-20294-5_20 ◽

2015 ◽

pp. 223-238 ◽

Author(s):

Tirimula Rao Benala ◽

Rajib Mall ◽

Satchidananda Dehuri ◽

Pala Swetha

Keyword(s):

Neural Networks ◽

Particle Swarm Optimization ◽

Active Learning ◽

Particle Swarm ◽

Effort Estimation ◽

Software Effort Estimation ◽

Functional Link ◽

Swarm Optimization ◽

Functional Link Neural Networks

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An adaptive surrogate-assisted particle swarm optimization for expensive problems

Soft Computing ◽

10.1007/s00500-021-06348-2 ◽

2021 ◽

Author(s):

Xuemei Li ◽

Shaojun Li

Keyword(s):

Particle Swarm Optimization ◽

Particle Swarm ◽

Swarm Optimization ◽

Expensive Problems

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Ensemble of surrogates assisted particle swarm optimization of medium scale expensive problems

Applied Soft Computing ◽

10.1016/j.asoc.2018.10.037 ◽

2019 ◽

Vol 74 ◽

pp. 291-305 ◽

Author(s):

Fan Li ◽

Xiwen Cai ◽

Liang Gao

Keyword(s):

Particle Swarm Optimization ◽

Particle Swarm ◽

Swarm Optimization ◽

Medium Scale ◽

Expensive Problems ◽

Ensemble Of Surrogates

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A Cooperative Optimization Algorithm Based on Gaussian Process and Particle Swarm Optimization for Optimizing Expensive Problems

2009 International Joint Conference on Computational Sciences and Optimization ◽

10.1109/cso.2009.263 ◽

2009 ◽

Author(s):

Guoshao Su ◽

Quan Jiang

Keyword(s):

Particle Swarm Optimization ◽

Gaussian Process ◽

Optimization Algorithm ◽

Particle Swarm ◽

Swarm Optimization ◽

Expensive Problems

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Semi-supervised learning assisted particle swarm optimization of computationally expensive problems

Proceedings of the Genetic and Evolutionary Computation Conference on - GECCO '18 ◽

10.1145/3205455.3205596 ◽

2018 ◽

Author(s):

Chaoli Sun ◽

Yaochu Jin ◽

Ying Tan

Keyword(s):

Particle Swarm Optimization ◽

Supervised Learning ◽

Particle Swarm ◽

Swarm Optimization ◽

Expensive Problems ◽

Computationally Expensive

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