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Prashant Singh
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Shape optimization of a cyclone separator using multi-objective surrogate-based optimization
P Singh, I Couckuyt, K Elsayed, D Deschrijver, T Dhaene
Applied Mathematical Modelling 40 (5-6), 4248-4259, 2016
712016
Scalable federated machine learning with fedn
M Ekmefjord, A Ait-Mlouk, S Alawadi, M Åkesson, P Singh, O Spjuth, ...
2022 22nd IEEE International Symposium on Cluster, Cloud and Internet …, 2022
492022
A constrained multi-objective surrogate-based optimization algorithm
P Singh, I Couckuyt, F Ferranti, T Dhaene
2014 IEEE Congress on Evolutionary Computation (CEC), 3080-3087, 2014
482014
Convolutional neural networks as summary statistics for approximate Bayesian computation
M Åkesson, P Singh, F Wrede, A Hellander
IEEE/ACM Transactions on Computational Biology and Bioinformatics 19 (6 …, 2021
432021
Multi-objective geometry optimization of a gas cyclone using triple-fidelity co-kriging surrogate models
P Singh, I Couckuyt, K Elsayed, D Deschrijver, T Dhaene
Journal of Optimization Theory and Applications 175, 172-193, 2017
382017
A balanced sequential design strategy for global surrogate modeling
P Singh, D Deschrijver, T Dhaene
2013 Winter Simulations Conference (WSC), 2172-2179, 2013
322013
Automatic document image binarization using bayesian optimization
E Vats, A Hast, P Singh
Proceedings of the 4th International Workshop on Historical Document Imaging …, 2017
292017
A sequential sampling strategy for adaptive classification of computationally expensive data
P Singh, J Herten, D Deschrijver, I Couckuyt, T Dhaene
Structural and Multidisciplinary Optimization 55, 1425-1438, 2017
292017
Proactive autoscaling for edge computing systems with kubernetes
L Ju, P Singh, S Toor
Proceedings of the 14th IEEE/ACM International Conference on Utility and …, 2021
272021
Constrained multi‐objective antenna design optimization using surrogates
P Singh, M Rossi, I Couckuyt, D Deschrijver, H Rogier, T Dhaene
International Journal of Numerical Modelling: Electronic Networks, Devices …, 2017
222017
Measurement‐based wireless network planning, monitoring, and reconfiguration solution for robust radio communications in indoor factories
X Gong, J Trogh, Q Braet, E Tanghe, P Singh, D Plets, J Hoebeke, ...
IET Science, Measurement & Technology 10 (4), 375-382, 2016
222016
Accurate hotspot localization by sampling the near-field pattern of electronic devices
P Singh, D Deschrijver, D Pissoort, T Dhaene
IEEE Transactions on Electromagnetic Compatibility 55 (6), 1365-1368, 2013
192013
Automated line-based sequential sampling and modeling algorithm for EMC near-field scanning
P Singh, T Claeys, GAE Vandenbosch, D Pissoort
IEEE Transactions on Electromagnetic Compatibility 59 (2), 704-709, 2016
142016
Adaptive classification algorithm for EMC‐compliance testing of electronic devices
P Singh, D Deschrijver, D Pissoort, T Dhaene
Electronics Letters 49 (24), 1526-1528, 2013
122013
Identification of dynamic mass-action biochemical reaction networks using sparse Bayesian methods
R Jiang, P Singh, F Wrede, A Hellander, L Petzold
PLoS computational biology 18 (1), e1009830, 2022
112022
Epidemiological modeling in StochSS Live!
R Jiang, B Jacob, M Geiger, S Matthew, B Rumsey, P Singh, F Wrede, ...
Bioinformatics 37 (17), 2787-2788, 2021
102021
Scalable machine learning-assisted model exploration and inference using Sciope
P Singh, F Wrede, A Hellander
Bioinformatics 37 (2), 279-281, 2021
102021
Hyperparameter optimization for approximate Bayesian computation
P Singh, A Hellander
2018 Winter Simulation Conference (WSC), 1718-1729, 2018
102018
Robust and integrative Bayesian neural networks for likelihood-free parameter inference
F Wrede, R Eriksson, R Jiang, L Petzold, S Engblom, A Hellander, ...
2022 International Joint Conference on Neural Networks (IJCNN), 1-10, 2022
82022
Design of experiments for model-based optimization
P Singh
Ghent University, 2016
72016
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Articles 1–20