Publications

Refereed Journal Articles

  1. Bach Hoai Nguyen, Bing Xue, Peter Andreae and Mengjie Zhang, “A New Binary Particle Swarm Optimization Approach: Momentum and Dynamic Balance Between Exploration and Exploitation,” in IEEE Transactions on Cybernetics, vol. 51, no. 2, pp. 589-603, Feb. 2021. [https] [pdf] [Sup] [Code]
  2. Bach Hoai Nguyen, Bing Xue, Mengjie Zhang, “A survey on swarm intelligence approaches to feature selection in data mining”, in Swarm and Evolutionary Computation, vol. 54, 2020, 100663, ISSN 2210-6502. [https] [pdf]
  3. Bach Hoai Nguyen, Bing Xue, Peter Andreae and Mengjie Zhang, “A Hybrid Evolutionary Computation Approach to Inducing Transfer Classifiers for Domain Adaptation,” in IEEE Transactions on Cybernetics, to be appeared, doi: 10.1109/TCYB.2020.2980815. [https] [pdf] [Sup]
  4. Bach Hoai Nguyen, Bing Xue, Peter Andreae, Hisao Ishibuchi and Mengjie Zhang, “Multiple Reference Points-Based Decomposition for Multiobjective Feature Selection in Classification: Static and Dynamic Mechanisms,” in IEEE Transactions on Evolutionary Computation, vol. 24, no. 1, pp. 170-184, Feb. 2020. [https] [pdf] [Sup] [Code]
  5. Bach Hoai Nguyen, Bing Xue and Peter Andreae. “PSO with surrogate models for feature selection: static and dynamic clustering-based methods”. Memetic Computing, no. 10, pp. 291–300 (2018). [https] [pdf]
  6. Bach Hoai Nguyen, Bing Xue and Peter Andreae. “Mutual information for feature selection: estimation or counting?”. Evolutionary Intelligence no.9, pp. 95–110, 2016. [https] [pdf]
  7. Bach Hoai Nguyen, Bing Xue, Ivy Liu, Peter Andreae and Mengjie Zhang. “New mechanism for archive maintenance in PSO-based multi-objective feature selection”. Soft Computing, no. 20, pp. 3927–3946, 2016. [https] [pdf]

Refereed International Conference Papers

  1. Kaan Demir, Bach Hoai Nguyen, Bing Xue and Mengjie Zhang, “A Decomposition based Multi-objective Evolutionary Algorithm with ReliefF based Local Search and Solution Repair Mechanism for Feature Selection,” IEEE Congress on Evolutionary Computation (CEC), Glasgow, UK, 2020, pp. 1-8. [https]
  2. Juhini Desai, Bach Hoai Nguyen and Bing Xue, “Multi-Label Feature Selection Using Particle Swarm Optimization: Novel Local Search Mechanisms,” IEEE Symposium Series on Computational Intelligence (SSCI), Xiamen, China, 2019, pp. 1762-1769. [https]
  3. Bach Hoai Nguyen, Bing Xue, Mengjie Zhang and Peter Andreae, “Population-based ensemble classifier induction for domain adaptation”. In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO ‘19). Association for Computing Machinery, New York, NY, USA, 437–445. [https]
  4. Bach Hoai Nguyen, Bing Xue and Peter Andreae, “A particle swarm optimization based feature selection approach to transfer learning in classification”. In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO ‘18). Association for Computing Machinery, New York, NY, USA, 37–44. [https]
  5. Bach Hoai Nguyen, Bing Xue, Hisao Ishibuchi, Peter Andreae and Mengjie Zhang, “Multiple reference points MOEA/D for feature selection”. In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO ‘17). Association for Computing Machinery, New York, NY, USA, 157–158. [https]
  6. Bach Hoai Nguyen, Bing Xue, P. Andreae and Mengjie Zhang, “Particle Swarm Optimisation with genetic operators for feature selection,” IEEE Congress on Evolutionary Computation (CEC), Donostia, Spain, 2017, pp. 286-293. [https]
  7. Bach Hoai Nguyen, Bing Xue, Ivy Liu and Mengjie Zhang, “Filter based backward elimination in wrapper based PSO for feature selection in classification”, IEEE Congress on Evolutionary Computation (CEC), Beijing, China, 2014, pp. 3111-3118. [https]

Refereed Book Chapters and LNCS/LNAI Publications

  1. Inti Mateus Resende Albuquerque, Bach Hoai Nguyen, Bing Xue and Mengjie Zhang, “A Novel Genetic Algorithm Approach to Simultaneous Feature Selection and Instance Selection,” IEEE Symposium Series on Computational Intelligence (SSCI), Canberra, ACT, Australia, 2020, pp. 616-623. [https]
  2. Juhini Desai, Bach Hoai Nguyen and Bing Xue, “Multi-Label Feature Selection Using Particle Swarm Optimization: Novel Local Search Mechanisms,” IEEE Symposium Series on Computational Intelligence (SSCI), Xiamen, China, 2019, pp. 1762-1769. [https]
  3. Juhini Desai, Bach Hoai Nguyen, Bing Xue (2019), “Multi-label Feature Selection Using Particle Swarm Optimization: Novel Initialization Mechanisms”. In: Liu J., Bailey J. AI 2019: Advances in Artificial Intelligence. AI 2019. Lecture Notes in Computer Science, vol 11919. Springer, Cham. [https]
  4. Bach Hoai Nguyen, Bing Xue, Peter Andreae, “A Hybrid GA-GP Method for Feature Reduction in Classification”. In: Shi Y. et al. (eds) Simulated Evolution and Learning. SEAL 2017. Lecture Notes in Computer Science, vol 10593. Springer, Cham. [https]
  5. Bach Hoai Nguyen, Bing Xue and Peter Andreae, “Surrogate-Model Based Particle Swarm Optimisation with Local Search for Feature Selection in Classification”. In: Squillero G., Sim K. (eds) Applications of Evolutionary Computation. EvoApplications 2017. Lecture Notes in Computer Science, vol 10199. Springer, Cham. [https]
  6. Bach Hoai Nguyen, Bing Xue and Peter Andreae, “A Novel Binary Particle Swarm Optimization Algorithm and Its Applications on Knapsack and Feature Selection Problems”. In: Leu G., Singh H., Elsayed S. (eds) Intelligent and Evolutionary Systems. Proceedings in Adaptation, Learning and Optimization, vol 8. Springer, Cham. [https]
  7. Bach Hoai Nguyen, Bing Xue and Peter Andreae, “Mutual Information Estimation for Filter Based Feature Selection Using Particle Swarm Optimization”. In: Squillero G., Burelli P. (eds) Applications of Evolutionary Computation. EvoApplications 2016. Lecture Notes in Computer Science, vol 9597. Springer, Cham. [https]
  8. Bach Hoai Nguyen, Bing Xue and Mengjie Zhang, “A Subset Similarity Guided Method for Multi-objective Feature Selection”. In: Ray T., Sarker R., Li X. (eds) Artificial Life and Computational Intelligence. ACALCI 2016. Lecture Notes in Computer Science, vol 9592. Springer, Cham. [https]
  9. Bach Hoai Nguyen, Bing Xue, Ivy Liu, Peter Andreae and Mengjie Zhang, “Gaussian Transformation Based Representation in Particle Swarm Optimisation for Feature Selection”. In: Mora A., Squillero G. (eds) Applications of Evolutionary Computation. EvoApplications 2015. Lecture Notes in Computer Science, vol 9028. Springer, Cham. [https]
  10. Bach Hoai Nguyen, Bing Xue, Ivy Liu and Mengje Zhang, “PSO and Statistical Clustering for Feature Selection: A New Representation”. In: Dick G. et al. (eds) Simulated Evolution and Learning. SEAL 2014. Lecture Notes in Computer Science, vol 8886. Springer, Cham. [https]