Select Publications

Journal articles

Chandra R; Ong YS; Goh CK, 2018, 'Co-evolutionary multi-task learning for dynamic time series prediction', Applied Soft Computing Journal, 70, pp. 576 - 589, http://dx.doi.org/10.1016/j.asoc.2018.05.041

Chandra R; Gupta A; Ong YS; Goh CK, 2018, 'Evolutionary Multi-task Learning for Modular Knowledge Representation in Neural Networks', Neural Processing Letters, 47, pp. 993 - 1009, http://dx.doi.org/10.1007/s11063-017-9718-z

Chandra R; Ong YS; Goh CK, 2017, 'Co-evolutionary multi-task learning with predictive recurrence for multi-step chaotic time series prediction', Neurocomputing, 243, pp. 21 - 34, http://dx.doi.org/10.1016/j.neucom.2017.02.065

Chaudhry S; Chandra R, 2017, 'Face detection and recognition in an unconstrained environment for mobile visual assistive system', Applied Soft Computing Journal, 53, pp. 168 - 180, http://dx.doi.org/10.1016/j.asoc.2016.12.035

Chandra R; Chand S, 2016, 'Evaluation of co-evolutionary neural network architectures for time series prediction with mobile application in finance', Applied Soft Computing Journal, 49, pp. 462 - 473, http://dx.doi.org/10.1016/j.asoc.2016.08.029

Rolland L; Chandra R, 2016, 'The forward kinematics of the 6-6 parallel manipulator using an evolutionary algorithm based on generalized generation gap with parent-centric crossover', Robotica, 34, pp. 1 - 22, http://dx.doi.org/10.1017/S0263574714001362

Chandra R, 2015, 'Competition and collaboration in cooperative coevolution of elman recurrent neural networks for time-series prediction', IEEE Transactions on Neural Networks and Learning Systems, 26, pp. 3123 - 3136, http://dx.doi.org/10.1109/TNNLS.2015.2404823

Chandra R; Rolland L, 2015, 'Global–local population memetic algorithm for solving the forward kinematics of parallel manipulators', Connection Science, 27, pp. 22 - 39, http://dx.doi.org/10.1080/09540091.2014.948385

Chandra R, 2014, 'Memetic cooperative coevolution of Elman recurrent neural networks', Soft Computing, 18, pp. 1549 - 1559, http://dx.doi.org/10.1007/s00500-013-1160-1

Chandra R; Frean M; Zhang M, 2012, 'Crossover-based local search in cooperative co-evolutionary feedforward neural networks', Applied Soft Computing Journal, 12, pp. 2924 - 2932, http://dx.doi.org/10.1016/j.asoc.2012.04.010

Chandra R; Frean M; Zhang M, 2012, 'On the issue of separability for problem decomposition in cooperative neuro-evolution', Neurocomputing, 87, pp. 33 - 40, http://dx.doi.org/10.1016/j.neucom.2012.02.005

Chandra R; Frean M; Zhang M, 2012, 'Adapting modularity during learning in cooperative co-evolutionary recurrent neural networks', Soft Computing, 16, pp. 1009 - 1020, http://dx.doi.org/10.1007/s00500-011-0798-9

Chandra R; Zhang M, 2012, 'Cooperative coevolution of Elman recurrent neural networks for chaotic time series prediction', Neurocomputing, 86, pp. 116 - 123, http://dx.doi.org/10.1016/j.neucom.2012.01.014

Chandra R; Frean M; Zhang M; Omlin CW, 2011, 'Encoding subcomponents in cooperative co-evolutionary recurrent neural networks', Neurocomputing, 74, pp. 3223 - 3234, http://dx.doi.org/10.1016/j.neucom.2011.05.003

Chandra R; Rolland L, 2011, 'On solving the forward kinematics of 3RPR planar parallel manipulator using hybrid metaheuristics', Applied Mathematics and Computation, 217, pp. 8997 - 9008, http://dx.doi.org/10.1016/j.amc.2011.03.106

Chandra R; Knight R; Omlin CW, 2009, 'Renosterveld conservation in South Africa: A case study for handling uncertainty in knowledge-based neural networks for environmental management', Journal of Environmental Informatics, 13, pp. 56 - 65, http://dx.doi.org/10.3808/jei.200900140


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