| 2025 | IJCNN | Discontinuous Parsimony Embedding Empowered Transformer for Shipping Market Forecasting. | Ruobin Gao, Zicheng Wang, Minghui Hu, Maohan Liang, Ponnuthurai Nagaratnam Suganthan |
| 2024 | CEC | A Two-Stage Evolutionary Framework for Multi-Objective Optimization. | Peng Chen, Jing J. Liang, Kangjia Qiao, Ponnuthurai Nagaratnam Suganthan, Xuanxuan Ban |
| 2024 | ECAI | Vanilla Gradient Descent for Oblique Decision Trees. | Subrat Prasad Panda, Blaise Genest, Arvind Easwaran, Ponnuthurai Nagaratnam Suganthan |
| 2024 | IJCNN | Wind Speed Forecasting Using an Ensemble Deep Random Vector Functional Link Neural Network Based on Parsimonious Channel Mixing. | Ruke Cheng, Ruobin Gao, Minghui Hu, Ponnuthurai Nagaratnam Suganthan, Kum Fai Yuen |
| 2023 | ICASSP | Class-Incremental Learning on Multivariate Time Series Via Shape-Aligned Temporal Distillation. | Qiao ZhongZheng, Minghui Hu, Xudong Jiang, Ponnuthurai Nagaratnam Suganthan, Savitha Ramasamy |
| 2023 | IJCNN | Online ensemble deep random vector functional link for the assistive robots. | Ruobin Gao, Sibo Yang, Meng Yuan, Xuefei Song, Ponnuthurai Nagaratnam Suganthan, Wei Tech Ang |
| 2023 | IJCNN | Online Continual Learning for Control of Mobile Robots. | Andriy Sarabakha, Qiao ZhongZheng, Savitha Ramasamy, Ponnuthurai Nagaratnam Suganthan |
| 2022 | ICASSP | Investigating Robustness of Biological vs. Backprop Based Learning. | Yanpeng Zhou, Maosen Wang, Manas Gupta, Arulmurugan Ambikapathi, Ponnuthurai Nagaratnam Suganthan, Savitha Ramasamy |
| 2022 | ICIP | Unsupervised Generative Variational Continual Learning. | Liu Guimeng, Guo Yang, Cheryl Sze Yin Wong, Ponnuthurai Nagaratnam Suganthan, Savitha Ramasamy |
| 2022 | ICONIP | Adaptive Scaling for U-Net in Time Series Classification. | Wen Xin Cheng, Ponnuthurai Nagaratnam Suganthan |
| 2022 | ICONIP | Double Regularization-Based RVFL and edRVFL Networks for Sparse-Dataset Classification. | Qiushi Shi, Ponnuthurai Nagaratnam Suganthan |
| 2022 | IJCNN | Time Series Forecasting Using Online Performance-based Ensemble Deep Random Vector Functional Link Neural Network. | Liang Du, Ruobin Gao, Ponnuthurai Nagaratnam Suganthan, David Z. W. Wang |
| 2020 | CEC | Voting-mechanism based ensemble constraint handling technique for real-world single-objective constrained optimization. | Xupeng Wen, Guohua Wu, Mingfeng Fan, Rui Wang, Ponnuthurai Nagaratnam Suganthan |
| 2017 | CVPR | Robust Visual Tracking Using Oblique Random Forests. | Le Zhang, Jagannadan Varadarajan, Ponnuthurai Nagaratnam Suganthan, Narendra Ahuja, Pierre Moulin |
| 2016 | CEC | Multi-objective optimization for shading devices in buildings by using evolutionary algorithms. | Ayca Kirimtat, Basak Kundakci Koyunbaba, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Ponnuthurai Nagaratnam Suganthan |
| 2015 | SMC | Modified Artificial Bee Colony Algorithm with Comprehensive Learning Re-initialization Strategy. | Nandar Lynn, Ponnuthurai Nagaratnam Suganthan |
| 2015 | SMC | Visual Tracking with Convolutional Neural Network. | Le Zhang, Ponnuthurai Nagaratnam Suganthan |
| 2014 | CEC | Evolutionary multiobjective optimization in dynamic environments: A set of novel benchmark functions. | Subhodip Biswas, Swagatam Das, Ponnuthurai Nagaratnam Suganthan, Carlos A. Coello Coello |
| 2014 | CEC | Niching-based Self-adaptive Ensemble DE with MMTS for solving dynamic optimization problems. | Sheldon Hui, Ponnuthurai Nagaratnam Suganthan |
| 2014 | CEC | Gaussian adaptation based parameter adaptation for differential evolution. | Rammohan Mallipeddi, Guohua Wu, Minho Lee, Ponnuthurai Nagaratnam Suganthan |
| 2013 | GECCO | Hybrid discrete harmony search algorithm for scheduling re-processing problem in remanufacturing. | Kaizhou Gao, Ponnuthurai Nagaratnam Suganthan, Tay Jin Chua, Tian Xiang Cai, Chin-Soon Chong |
| 2012 | CEC | Ensemble Differential Evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems. | Sheldon Hui, Ponnuthurai Nagaratnam Suganthan |
| 2012 | CEC | Comprehensive comparison of convergence performance of optimization algorithms based on nonparametric statistical tests. | Shi-Zheng Zhao, Ponnuthurai Nagaratnam Suganthan |
| 2012 | ISDA | Pareto-based discrete harmony search algorithm for flexible job shop scheduling. | Kaizhou Gao, Ponnuthurai Nagaratnam Suganthan, Tay Jin Chua |
| 2011 | CEC | Ensemble strategies in Compact Differential Evolution. | Rammohan Mallipeddi, Giovanni Iacca, Ponnuthurai Nagaratnam Suganthan, Ferrante Neri, Ernesto Mininno |
| 2011 | CEC | Ensemble differential evolution algorithm for CEC2011 problems. | Rammohan Mallipeddi, Ponnuthurai Nagaratnam Suganthan |
| 2011 | CEC | Modified differential evolution with local search algorithm for real world optimization. | Ankush Mandal, Aveek Kumar Das, Prithwijit Mukherjee, Swagatam Das, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | Integration of functional information of genes in fuzzy clustering of short time series gene expression data. | Ashish Anand, Nikhil R. Pal, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | Achieving high robustness and performance in performing QoS-aware route planning for IPTV networks. | Gajaruban Kandavanam, Dmitri Botvich, Sasitharan Balasubramaniam, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | Differential evolution with ensemble of constraint handling techniques for solving CEC 2010 benchmark problems. | Rammohan Mallipeddi, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | Solving lot-streaming flow shop scheduling problems using a discrete harmony search algorithm. | Quan-Ke Pan, Mehmet Fatih Tasgetiren, Ponnuthurai Nagaratnam Suganthan, Yun-Chia Liang |
| 2010 | CEC | Constrained multi-objective optimization algorithm with diversity enhanced differential evolution. | Bo-Yang Qu, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | Novel multimodal problems and differential evolution with ensemble of restricted tournament selection. | Bo-Yang Qu, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | Artificial foraging weeds for global numerical optimization over continuous spaces. | Gourab Ghosh Roy, Prithwish Chakraborty, Shi-Zheng Zhao, Swagatam Das, Ponnuthurai Nagaratnam Suganthan |
| 2010 | CEC | A discrete artificial bee colony algorithm for the permutation flow shop scheduling problem with total flowtime criterion. | Mehmet Fatih Tasgetiren, Quan-Ke Pan, Ponnuthurai Nagaratnam Suganthan, Angela Hsiang-Ling Chen |
| 2010 | CEC | An ensemble of differential evolution algorithms for constrained function optimization. | Mehmet Fatih Tasgetiren, Ponnuthurai Nagaratnam Suganthan, Quan-Ke Pan, Rammohan Mallipeddi, Sedat Sarman |
| 2010 | CEC | Dynamic multi-swarm particle swarm optimizer with sub-regional harmony search. | Shi-Zheng Zhao, Ponnuthurai Nagaratnam Suganthan, Swagatam Das |
| 2010 | ICARCV | Multi-objective robust PID controller tuning using multi-objective differential evolution. | Shi-Zheng Zhao, Bo-Yang Qu, Ponnuthurai Nagaratnam Suganthan, M. Willjuice Iruthayarajan, S. Baskar |
| 2006 | CEC | A Multi-Populated Differential Evolution Algorithm for Solving Constrained Optimization Problem. | Mehmet Fatih Tasgetiren, Ponnuthurai Nagaratnam Suganthan |
| 2004 | CEC | A novel concurrent particle swarm optimization. | S. Baskar, Ponnuthurai Nagaratnam Suganthan |
| 2003 | IJCNN | Unsupervised similarity-based feature selection using heuristic Hopfield neural networks. | S. Y. M. Shi, Ponnuthurai Nagaratnam Suganthan |