| 2025 | IJCNN | l1 Regularization Based Random Vector Functional Link Network for Alzheimer's Disease Diagnosis. | Tripti Goel, Raveendra Pilli, Shradha Verma, Muhammad Tanveer, R. Murugan, Ponnuthurai N. Suganthan |
| 2025 | IJCNN | R | Anuradha Kumari, Mushir Akhtar, Ponnuthurai N. Suganthan, Muhammad Tanveer |
| 2024 | IJCNN | Noise Elimination in Deep Random Vector Functional Link Network for Tabular Classification. | Minghui Hu, Ruilin Li, Ruobin Gao, Ponnuthurai N. Suganthan |
| 2024 | KDD | Class-incremental Learning for Time Series: Benchmark and Evaluation. | Zhongzheng Qiao, Quang Pham, Zhen Cao, Hoang H. Le, Ponnuthurai N. Suganthan, Xudong Jiang, Savitha Ramasamy |
| 2023 | CEC | 3-sCHSL: Three-Stage Cyclic Hybrid SFS and L-SHADE Algorithm for Single Objective Optimization. | Heba Abdel-Nabi, Mostafa Z. Ali, Arafat Awajan, Rami Alazrai, Mohammad I. Daoud, Ponnuthurai N. Suganthan, Robert G. Reynolds |
| 2023 | ICLR | Unified Discrete Diffusion for Simultaneous Vision-Language Generation. | Minghui Hu, Chuanxia Zheng, Zuopeng Yang, Tat-Jen Cham, Heliang Zheng, Chaoyue Wang, Dacheng Tao, Ponnuthurai N. Suganthan |
| 2023 | IJCNN | Weighted Kernel Ridge Regression based Randomized Network for Alzheimer's Disease Diagnosis using Susceptibility Weighted Images. | Muhammad Tanveer, Shradha Verma, Rahul Sharma, Tripti Goel, Ponnuthurai N. Suganthan |
| 2022 | CEC | An Enhanced Multi-Phase Stochastic Differential Evolution Framework for Numerical Optimization. | Heba Abdel-Nabi, Mostafa Z. Ali, Mohammad I. Daoud, Rami Alazrai, Arafat Awajan, Robert G. Reynolds, Ponnuthurai N. Suganthan |
| 2022 | CVPR | Global Context with Discrete Diffusion in Vector Quantised Modelling for Image Generation. | Minghui Hu, Yujie Wang, Tat-Jen Cham, Jianfei Yang, Ponnuthurai N. Suganthan |
| 2022 | CW | Situation Awareness Recognition Using EEG and Eye-Tracking data: a pilot study. | Ruilin Li, Jian Cui, Ruobin Gao, Ponnuthurai N. Suganthan, Olga Sourina, Lipo Wang, Chun-Hsien Chen |
| 2022 | ICONIP | Support Vector Machine Based Models with Sparse Auto-encoder Based Features for Classification Problem. | Ashwani Kumar Malik, Mudasir Ahmad Ganaie, M. Tanveer, Ponnuthurai N. Suganthan |
| 2022 | IJCNN | Minimum Variance Embedded Random Vector Functional Link Network with Privileged Information. | M. A. Ganaie, Muhammad Tanveer, Ashwani Kumar Malik, Ponnuthurai N. Suganthan |
| 2022 | IJCNN | Deep Reservoir Computing Based Random Vector Functional Link for Non-sequential Classification. | Minghui Hu, Ruobin Gao, Ponnuthurai N. Suganthan |
| 2021 | DCOSS | Large Scale Global Optimization Algorithms for IoT Networks: A Comparative Study. | Sotirios K. Goudos, Achilles D. Boursianis, Ali Wagdy Mohamed, Shaohua Wan, Panagiotis G. Sarigiannidis, George K. Karagiannidis, Ponnuthurai N. Suganthan |
| 2021 | ICIP | Task-Agnostic Continual Learning Using Base-Child Classifiers. | Pranshu Ranjan Singh, Saisubramaniam Gopalakrishnan, Qiao ZhongZheng, Ponnuthurai N. Suganthan, Savitha Ramasamy, Arulmurugan Ambikapathi |
| 2021 | IJCNN | Co-Trained Random Vector Functional Link Network. | M. A. Ganaie, Muhammad Tanveer, Ponnuthurai N. Suganthan |
| 2021 | IJCNN | A Novel Ensemble Method of RVFL For Classification Problem. | Ashwani Kumar Malik, M. A. Ganaie, Muhammad Tanveer, Ponnuthurai N. Suganthan |
| 2020 | CEC | Large Initial Population and Neighborhood Search incorporated in LSHADE to solve CEC2020 Benchmark Problems. | Partha P. Biswas, Ponnuthurai N. Suganthan |
| 2020 | CEC | A Differential Evolution Algorithm with Q-Learning for Solving Engineering Design Problems. | Damla Kizilay, Mehmet Fatih Tasgetiren, Hande ztop, Levent Kandiller, Ponnuthurai N. Suganthan |
| 2020 | CEC | MMOGA for Solving Multimodal Multiobjective Optimization Problems with Local Pareto Sets. | Caitong Yue, Jing J. Liang, Ponnuthurai N. Suganthan, Bo-Yang Qu, Kunjie Yu, S. Liu |
| 2020 | ICONIP | Oblique Random Forests on Residual Network Features. | Wen Xin Cheng, Ponnuthurai N. Suganthan, Rakesh Katuwal |
| 2020 | ICONIP | Minimum Variance Embedded Random Vector Functional Link Network. | M. A. Ganaie, Muhammad Tanveer, Ponnuthurai N. Suganthan |
| 2020 | ICONIP | Adaptive Ensemble Variants of Random Vector Functional Link Networks. | Minghui Hu, Qiushi Shi, Ponnuthurai N. Suganthan, Muhammad Tanveer |
| 2020 | IJCNN | Regularized robust fuzzy least squares twin support vector machine for class imbalance learning. | M. A. Ganaie, Muhammad Tanveer, Ponnuthurai N. Suganthan |
| 2018 | CEC | Distribution Network Reconfiguration Together with Distributed Generator and Shunt Capacitor Allocation for Loss Minimization. | Partha P. Biswas, Ponnuthurai N. Suganthan, Gehan A. J. Amaratunga |
| 2018 | CEC | Differential Evolution with Stochastic Selection for Uncertain Environments: A Smart Grid Application. | Vikas Palakonda, Noor H. Awad, Rammohan Mallipeddi, Mostafa Z. Ali, Kalyana C. Veluvolu, Ponnuthurai N. Suganthan |
| 2018 | IJCNN | Enhancing Multi-Class Classification of Random Forest using Random Vector Functional Neural Network and Oblique Decision Surfaces. | Rakesh Katuwal, Ponnuthurai N. Suganthan |
| 2018 | SMC | Optimal Power Flow Solutions Using Algorithm Success History Based Adaptive Differential Evolution with Linear Population Reduction. | Partha P. Biswas, Ponnuthurai N. Suganthan, Gehan A. J. Amaratunga |
| 2017 | CEC | Ensemble sinusoidal differential covariance matrix adaptation with Euclidean neighborhood for solving CEC2017 benchmark problems. | Noor H. Awad, Mostafa Z. Ali, Ponnuthurai N. Suganthan |
| 2017 | CEC | A novel differential crossover strategy based on covariance matrix learning with Euclidean neighborhood for solving real-world problems. | Noor H. Awad, Mostafa Z. Ali, Ponnuthurai N. Suganthan, Robert G. Reynolds, Ali M. Shatnawi |
| 2017 | CEC | Minimizing THD of multilevel inverters with optimal values of DC voltages and switching angles using LSHADE-EpSin algorithm. | Partha P. Biswas, Noor H. Awad, Ponnuthurai N. Suganthan, Mostafa Z. Ali, Gehan A. J. Amaratunga |
| 2017 | CEC | Optimal placement of wind turbines in a windfarm using L-SHADE algorithm. | Partha P. Biswas, Ponnuthurai N. Suganthan, Gehan A. J. Amaratunga |
| 2017 | ICCS | Short-term Electricity Price Forecasting with Empirical Mode Decomposition based Ensemble Kernel Machines. | Xueheng Qiu, Ponnuthurai N. Suganthan, Gehan A. J. Amaratunga |
| 2017 | ICCS | An Ensemble of Kernel Ridge Regression for Multi-class Classification. | Katuwal Rakesh, Ponnuthurai N. Suganthan |
| 2016 | CEC | Differential evolution with stochastic fractal search algorithm for global numerical optimization. | Noor H. Awad, Mostafa Z. Ali, Ponnuthurai N. Suganthan, Edward Jaser |
| 2016 | CEC | An ensemble sinusoidal parameter adaptation incorporated with L-SHADE for solving CEC2014 benchmark problems. | Noor H. Awad, Mostafa Z. Ali, Ponnuthurai N. Suganthan, Robert G. Reynolds |
| 2016 | CEC | Multi-objective harmony search algorithm for layout design in theatre hall acoustics. | Cemre Cubukcuoglu, Ayca Kirimtat, Mehmet Fatih Tasgetiren, Ponnuthurai N. Suganthan, Quan-Ke Pan |
| 2016 | CEC | An ensemble of differential evolution algorithms with variable neighborhood search for constrained function optimization. | Mert Paldrak, Mehmet Fatih Tasgetiren, Ponnuthurai N. Suganthan, Quan-Ke Pan |
| 2016 | SMC | Electricity load demand time series forecasting with Empirical Mode Decomposition based Random Vector Functional Link network. | Xueheng Qiu, Ponnuthurai N. Suganthan, Gehan A. J. Amaratunga |
| 2015 | CEC | Cluster-Based Differential Evolution with Heterogeneous Influence for numerical optimization. | Mostafa Z. Ali, Noor H. Awad, Rehab Duwairi, Jafar Albadarneh, Robert G. Reynolds, Ponnuthurai N. Suganthan |
| 2014 | CEC | Cultural Algorithms applied to the evolution of robotic soccer team tactics: A novel perspective. | Mostafa Z. Ali, Abdulmalik Morghem, Jafar Albadarneh, Rami S. Al-Gharaibeh, Ponnuthurai N. Suganthan, Robert G. Reynolds |
| 2014 | IJCNN | Towards generating random forests via extremely randomized trees. | Le Zhang, Ye Ren, Ponnuthurai N. Suganthan |
| 2013 | CEC | Improved CMA-ES with Memory based Directed Individual Generation for Real Parameter Optimization. | Rupam Kundu, Rohan Mukherjee, Shantanab Debchoudhury, Swagatam Das, Ponnuthurai N. Suganthan, Thanos Vasilakos |
| 2013 | CEC | Adaptive Differential Evolution with Locality based Crossover for Dynamic Optimization. | Rohan Mukherjee, Shantanab Debchoudhury, Rupam Kundu, Swagatam Das, Ponnuthurai N. Suganthan |
| 2013 | GECCO | Crowding-based local differential evolution with speciation-based memory archive for dynamic multimodal optimization. | Souvik Kundu, Subhodip Biswas, Swagatam Das, Ponnuthurai N. Suganthan |
| 2013 | GECCO | Differential evolution: recent advances. | Ponnuthurai N. Suganthan |
| 2013 | ICAISC | A Swarm Intelligence Approach to Flexible Job-Shop Scheduling Problem with No-Wait Constraint in Remanufacturing. | Shyam Sundar, Ponnuthurai N. Suganthan, Tay Jin Chua |
| 2012 | CEC | A composite heuristic for the no-wait flow shop scheduling. | Kaizhou Gao, Ponnuthurai N. Suganthan, Zhenqiang Bao |
| 2012 | CEC | Dynamic Multi-Swarm Particle Swarm Optimization for Multi-objective optimization problems. | Jing J. Liang, Bo-Yang Qu, Ponnuthurai N. Suganthan, Ben Niu |
| 2012 | CEC | An improved multi-objective optimization algorithm based on fuzzy dominance for risk minimization in biometric sensor network. | Md. Nasir, Soumyadip Sengupta, Swagatam Das, Ponnuthurai N. Suganthan |
| 2012 | CEC | Design of Fractional Order Controller for a servohydraulic positioning system with micro Artificial Bee Colony algorithm. | Anguluri Rajasekhar, Swagatam Das, Ponnuthurai N. Suganthan |
| 2012 | FUSION | Empirical comparison of bagging-based ensemble classifiers. | Ren Ye, Ponnuthurai N. Suganthan |
| 2012 | ICAISC | Solving Fuzzy Job-Shop Scheduling Problem by a Hybrid PSO Algorithm. | Junqing Li, Quan-Ke Pan, Ponnuthurai N. Suganthan, Mehmet Fatih Tasgetiren |
| 2012 | ICAISC | A Variable Iterated Greedy Algorithm with Differential Evolution for Solving No-Idle Flowshops. | Mehmet Fatih Tasgetiren, Quan-Ke Pan, Ponnuthurai N. Suganthan, Ozge Buyukdagli |
| 2012 | ISDA | A kernel-ensemble bagging support vector machine. | Ren Ye, Ponnuthurai N. Suganthan |
| 2010 | ICARCV | Multi objective evolutionary programming to solve environmental economic dispatch problem. | Bo-Yang Qu, Ponnuthurai N. Suganthan, V. Ravikumar Pandi, Bijaya K. Panigrahi |
| 2009 | CEC | Multi-objective optimization using self-adaptive differential evolution algorithm. | Vicky Ling Huang, Shuguang Z. Zhao, Rammohan Mallipeddi, Ponnuthurai N. Suganthan |
| 2009 | CEC | Diversity enhanced Adaptive Evolutionary Programming for solving single objective constrained problems. | Rammohan Mallipeddi, Ponnuthurai N. Suganthan, Bo-Yang Qu |
| 2009 | CEC | A Harmony Search Algorithm with Ensemble of Parameter Sets. | Quan-Ke Pan, Ponnuthurai N. Suganthan, Mehmet Fatih Tasgetiren |
| 2009 | CEC | Multi-objective evolutionary programming without non-domination sorting is up to twenty times faster. | Bo-Yang Qu, Ponnuthurai N. Suganthan |
| 2009 | CEC | A differential evolution algorithm with variable parameter search for real-parameter continuous function optimization. | Mehmet Fatih Tasgetiren, Quan-Ke Pan, Ponnuthurai N. Suganthan, Yun-Chia Liang |
| 2009 | CEC | Differential Evolution Algorithms for the Generalized Assignment problem. | Mehmet Fatih Tasgetiren, Ponnuthurai N. Suganthan, Tay Jin Chua, Mohammed Abdullah Al-Hajri |
| 2009 | CEC | Evolutionary programming with ensemble of explicit memories for dynamic optimization. | Ling Yu, Ponnuthurai N. Suganthan |
| 2009 | CEC | Diversity enhanced particle swarm optimizer for global optimization of multimodal problems. | Shuguang Zhao, Ponnuthurai N. Suganthan |
| 2008 | CEC | Empirical study on the effect of population size on Differential evolution Algorithm. | Rammohan Mallipeddi, Ponnuthurai N. Suganthan |
| 2008 | CEC | Evaluation of novel adaptive evolutionary programming on four constraint handling techniques. | Rammohan Mallipeddi, Ponnuthurai N. Suganthan |
| 2008 | CEC | Upper bounds on Taillard's benchmark suite for the no-wait flowshop scheduling problem with makespan criterion. | Quan-Ke Pan, Mehmet Fatih Tasgetiren, Yun-Chia Liang, Ponnuthurai N. Suganthan |
| 2008 | CEC | Differential evolution and Evolutionary Programming for solving non-convex economic dispatch problems. | T. Aruldoss Albert Victoire, Ponnuthurai N. Suganthan |
| 2008 | CEC | Empirical comparison of niching methods on hybrid composition functions. | Ling Yu, Ponnuthurai N. Suganthan |
| 2008 | CEC | Dynamic multi-swarm particle swarm optimizer with local search for Large Scale Global Optimization. | Shi-Zheng Zhao, Jing J. Liang, Ponnuthurai N. Suganthan, Mehmet Fatih Tasgetiren |
| 2007 | CEC | A novel fuzzy and multiobjective evolutionary algorithm based gene assignment for clustering short time series expression data. | Ashish Anand, Ponnuthurai N. Suganthan, Kalyanmoy Deb |
| 2007 | CEC | LisBON: A framework for parallelisation and hybridisation of optimisation algorithms. | C. Drr, Tim Fhner, Ponnuthurai N. Suganthan |
| 2007 | CEC | Multi-objective optimization based on self-adaptive differential evolution algorithm. | Vicky Ling Huang, A. K. Qin, Ponnuthurai N. Suganthan, Mehmet Fatih Tasgetiren |
| 2007 | CEC | A multi-layered solution for supporting isp traffic demand using genetic algorithm. | Gajaruban Kandavanam, Dmitri Botvich, Sasitharan Balasubramaniam, Ponnuthurai N. Suganthan, William Donnelly |
| 2007 | CEC | A genetic algorithm for the generalized traveling salesman problem. | Mehmet Fatih Tasgetiren, Ponnuthurai N. Suganthan, Quan-Ke Pan, Yun-Chia Liang |
| 2007 | CEC | Improved MOCLPSO algorithm for environmental/economic dispatch. | T. Aruldoss Albert Victoire, Ponnuthurai N. Suganthan |
| 2007 | GECCO | A discrete particle swarm optimization algorithm for the generalized traveling salesman problem. | Mehmet Fatih Tasgetiren, Ponnuthurai N. Suganthan, Quan-Ke Pan |
| 2006 | CEC | Self-adaptive Differential Evolution Algorithm for Constrained Real-Parameter Optimization. | Vicky Ling Huang, A. K. Qin, Ponnuthurai N. Suganthan |
| 2006 | CEC | Dynamic Multi-Swarm Particle Swarm Optimizer with a Novel Constraint-Handling Mechanism. | Jing J. Liang, Ponnuthurai N. Suganthan |
| 2006 | CIBCB | Feature Selection Approach for Quantitative Prediction of Transcriptional Activities. | Ashish Anand, Gary B. Fogel, E. Ke Tang, Ponnuthurai N. Suganthan |
| 2006 | ICARCV | Genetic Algorithm for Silhouette Matching. | Y. Li, Ponnuthurai N. Suganthan, Xiang-Lin Qi, Yun-Jiu Wang |
| 2006 | ICARCV | Personal Identification System based on Multiple Palmprint Features. | A. K. Qin, Ponnuthurai N. Suganthan, C. H. Tay, H. S. Pa |
| 2006 | ICPR | Efficient Feature Extraction Based on Regularized Uncorrelated Chernoff Discriminant Analysis. | A. K. Qin, Ponnuthurai N. Suganthan, Marco Loog |
| 2005 | AAAI | Enhanced Direct Linear Discriminant Analysis for Feature Extraction on High Dimensional Data. | A. K. Qin, S. Y. M. Shi, Ponnuthurai N. Suganthan, Marco Loog |
| 2005 | CEC | Dynamic multi-swarm particle swarm optimizer with local search. | Jing J. Liang, Ponnuthurai N. Suganthan |
| 2005 | CEC | Self-adaptive differential evolution algorithm for numerical optimization. | A. K. Qin, Ponnuthurai N. Suganthan |
| 2005 | CIBCB | Feature Selection for Microarray Data Using Least Squares SVM and Particle Swarm Optimization. | E. Ke Tang, Ponnuthurai N. Suganthan, Xin Yao |
| 2004 | CEC | Concurrent PSO and FDR-PSO based reconfigurable phase-differentiated antenna array design. | S. Baskar, A. Alphones, Ponnuthurai N. Suganthan |
| 2004 | CEC | Generalized LDA using relevance weighting and evolution strategy. | E. Ke Tang, Ponnuthurai N. Suganthan, Xin Yao |
| 2004 | CIBCB | Multiclass protein fold recognition using multiobjective evolutionary algorithms. | Stanley Y. M. Shi, Ponnuthurai N. Suganthan, Kalyanmoy Deb |
| 2004 | ICONIP | Evaluation of Comprehensive Learning Particle Swarm Optimizer. | Jing J. Liang, A. Kai Qin, Ponnuthurai N. Suganthan, S. Baskar |
| 2004 | ICONIP | Nonlinear Feature Extraction Using Evolutionary Algorithm. | E. Ke Tang, Ponnuthurai N. Suganthan, Xin Yao |
| 2004 | ICPR | Kernel Neural Gas Algorithms with Application to Cluster Analysis. | A. K. Qin, Ponnuthurai N. Suganthan |
| 2004 | ICPR | A Novel Kernel Prototype-Based Learning Algorithm. | A. K. Qin, Ponnuthurai N. Suganthan |
| 2004 | SMC | Particle swarm optimization algorithms with novel learning strategies. | Jing J. Liang, A. K. Qin, Ponnuthurai N. Suganthan, S. Baskar |
| 2004 | SMC | A new generalized LVQ algorithm via harmonic to minimum distance measure transition. | A. K. Qin, Ponnuthurai N. Suganthan, Jing J. Liang |
| 2003 | ICANN | Feature Analysis and Classification of Protein Secondary Structure Data. | S. Y. M. Shi, Ponnuthurai N. Suganthan |
| 2002 | CEC | Objective function decomposition within genetic algorithm. | K. G. Khoo, Ponnuthurai N. Suganthan |
| 2001 | CEC | Multiple relational graphs mapping using genetic algorithms. | K. G. Khoo, Ponnuthurai N. Suganthan |
| 2001 | ICANN | Video Sequence Boundary Detection Using Neural Gas Networks. | Xiang Cao, Ponnuthurai N. Suganthan |
| 2001 | ICANN | Evaluation of Distance Measures for Partial Image Retrieval Using Self-Organizing Map. | Yin Huang, Ponnuthurai N. Suganthan, Shankar M. Krishnan, Xiang Cao |
| 2000 | IJCNN | On the Performance of the HONG Network for Pattern Classification. | Ajantha S. Atukorale, Tom Downs, Ponnuthurai N. Suganthan |
| 1999 | CEC | Particle swarm optimiser with neighbourhood operator. | Ponnuthurai N. Suganthan |
| 1999 | ICDAR | Combining Classifiers based on Confidence Values. | Ajantha S. Atukorale, Ponnuthurai N. Suganthan |
| 1999 | IJCNN | Combining multiple HONG networks for recognizing unconstrained handwritten numerals. | Ajantha S. Atukorale, Ponnuthurai N. Suganthan |
| 1999 | IJCNN | Solving jigsaw puzzles using Hopfield neural networks. | Ponnuthurai N. Suganthan |
| 1998 | ICONIP | Pattern Classification Using Multiple SOMs. | Ponnuthurai N. Suganthan, Nikhil R. Pal |
| 1997 | ICONIP | Structure Adaptive Multilayer SOM with Partial Supervision for Numeral Recognition. | Ponnuthurai N. Suganthan |
| 1994 | ECAI | On Attributed Relational Graph Matching Using Hopfield Network. | Ponnuthurai N. Suganthan, Eam Khwang Teoh, Dinesh P. Mital |