Prashant Singh

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Primary: Shown in the list of current labels.

Year 2024

PubMed DOI Crossref
Bayesian polynomial neural networks and polynomial neural ordinary differential equations.
Fronk C, Yun J, Singh P, Petzold L
PLoS Comput Biol 20 (10) e1012414 [2024-10-00; online 2024-10-10]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Adaptive Robust Learning using Latent Bernoulli Variables
Karakulev A, Zachariah D, Singh P
Proceedings of the 41st International Conference on Machine Learning, PMLR 235 (-) 23105-23122 [2024-07-27; online 2023-12-04]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Transfer Learning-Assisted Inverse Modeling in Nanophotonics Based on Mixture Density Networks
Cheng L, Singh P, Ferranti F
IEEE Access 12 (-) 55218-55224 [2024-00-00; online 2024-00-00]
Prashant Singh SciLifeLab Fellow

Year 2023

Efficient Resource Scheduling for Distributed Infrastructures using Negotiation Capabilities
Chu J, Singh PS, Toor S
IEEE CLOUD 2023 - (-) - [2023-05-29]
Prashant Singh SciLifeLab Fellow

Year 2022

PubMed DOI Crossref
Systematic comparison of modeling fidelity levels and parameter inference settings applied to negative feedback gene regulation
Coulier A, Singh P, Sturrock M, Hellander A
PLoS Comput Biol 18 (12) e1010683 [2022-12-15; online 2022-12-15]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Robust and integrative Bayesian neural networks for likelihood-free parameter inference
Wrede F, Eriksson R, Jiang R, ..., Hellander A, Singh P
- - (-) - [2022-07-18; online 2022-07-18]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Scalable federated machine learning with FEDn
Ekmefjord M, Ait-Mlouk A, Alawadi S, ..., Toor S, Hellander A
- - (-) - [2022-05-00; online 2022-05-00]
Prashant Singh SciLifeLab Fellow
PubMed DOI Crossref
Identification of dynamic mass-action biochemical reaction networks using sparse Bayesian methods.
Jiang R, Singh P, Wrede F, Hellander A, Petzold L
PLoS Comput Biol 18 (1) e1009830 [2022-01-00; online 2022-01-31]
Prashant Singh SciLifeLab Fellow

Year 2021

DOI Crossref
Proactive autoscaling for edge computing systems with kubernetes
Ju L, Singh P, Toor S
- - (-) - [2021-12-06; online 2022-02-07]
Prashant Singh SciLifeLab Fellow
PubMed DOI Crossref
Convolutional Neural Networks as Summary Statistics for Approximate Bayesian Computation.
Akesson M, Singh P, Wrede F, Hellander A
IEEE/ACM Trans Comput Biol Bioinform PP (-) - [2021-08-30; online 2021-08-30]
Prashant Singh SciLifeLab Fellow
PubMed DOI Crossref
Accelerated regression-based summary statistics for discrete stochastic systems via approximate simulators.
Jiang RM, Wrede F, Singh P, Hellander A, Petzold LR
BMC Bioinformatics 22 (1) 339 [2021-06-23; online 2021-06-23]
Prashant Singh SciLifeLab Fellow
PubMed DOI Crossref
Scalable machine learning-assisted model exploration and inference using Sciope.
Singh P, Wrede F, Hellander A
Bioinformatics 37 (2) 279-281 [2021-04-19; online 2020-07-25]
Prashant Singh SciLifeLab Fellow
PubMed DOI Crossref
Epidemiological modeling in StochSS Live!
Jiang R, Jacob B, Geiger M, ..., Hellander A, Petzold L
Bioinformatics - (-) - [2021-01-29; online 2021-01-29]
Prashant Singh SciLifeLab Fellow

Year 2018

DOI Crossref
HYPERPARAMETER OPTIMIZATION FOR APPROXIMATE BAYESIAN COMPUTATION
Singh P, Hellander A
- - (-) - [2018-12-00; online 2018-12-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Learning Surrogate Models of Document Image Quality Metrics for Automated Document Image Processing
Singh P, Vats E, Hast A
- - (-) - [2018-04-00; online 2018-04-00]
Prashant Singh SciLifeLab Fellow

Year 2017

DOI Crossref
Surrogate assisted model reduction for stochastic biochemical reaction networks
Singh P, Hellander A
- - (-) - [2017-12-00; online 2017-12-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Automatic Document Image Binarization using Bayesian Optimization
Vats E, Hast A, Singh P
- - (-) - [2017-11-10; online 2017-11-10]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Constrained multi-objective antenna design optimization using surrogates
Singh P, Rossi M, Couckuyt I, ..., Rogier H, Dhaene T
Int J Numer Model 30 (6) e2248 [2017-11-00; online 2017-05-04]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Multi-objective Geometry Optimization of a Gas Cyclone Using Triple-Fidelity Co-Kriging Surrogate Models
Singh P, Couckuyt I, Elsayed K, Deschrijver D, Dhaene T
J Optim Theory Appl 175 (1) 172-193 [2017-10-00; online 2017-05-10]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Automated Line-Based Sequential Sampling and Modeling Algorithm for EMC Near-Field Scanning
Singh P, Claeys T, Vandenbosch GAE, Pissoort D
IEEE Trans. Electromagn. Compat. 59 (2) 704-709 [2017-04-00; online 2017-04-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
A sequential sampling strategy for adaptive classification of computationally expensive data
Singh P, Herten Jvd, Deschrijver D, Couckuyt I, Dhaene T
Struct Multidisc Optim 55 (4) 1425-1438 [2017-04-00; online 2016-09-22]
Prashant Singh SciLifeLab Fellow

Year 2016

DOI Crossref
Measurement‐based wireless network planning, monitoring, and reconfiguration solution for robust radio communications in indoor factories
Gong X, Trogh J, Braet Q, ..., Martens L, Joseph W
IET Science, Measurement & Technology 10 (4) 375-382 [2016-07-00; online 2016-07-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Shape optimization of a cyclone separator using multi-objective surrogate-based optimization
Singh P, Couckuyt I, Elsayed K, Deschrijver D, Dhaene T
Applied Mathematical Modelling 40 (5-6) 4248-4259 [2016-03-00; online 2016-03-00]
Prashant Singh SciLifeLab Fellow

Year 2014

DOI Crossref
Classification aided domain reduction for high dimensional optimization
Singh P, Ferranti F, Deschrijver D, Couckuyt I, Dhaene T
- - (-) - [2014-12-00; online 2014-12-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
A constrained multi-objective surrogate-based optimization algorithm
Singh P, Couckuyt I, Ferranti F, Dhaene T
- - (-) - [2014-07-00; online 2014-07-00]
Prashant Singh SciLifeLab Fellow

Year 2013

DOI Crossref
Accurate Hotspot Localization by Sampling the Near-Field Pattern of Electronic Devices
Singh P, Deschrijver D, Pissoort D, Dhaene T
IEEE Trans. Electromagn. Compat. 55 (6) 1365-1368 [2013-12-00; online 2013-12-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
A balanced sequential design strategy for global surrogate modeling
Singh P, Deschrijver D, Dhaene T
- - (-) - [2013-12-00; online 2013-12-00]
Prashant Singh SciLifeLab Fellow
DOI Crossref
Adaptive classification algorithm for EMC‐compliance testing of electronic devices
Singh P, Deschrijver D, Pissoort D, Dhaene T
Electron. lett. 49 (24) 1526-1528 [2013-11-00; online 2013-11-00]
Prashant Singh SciLifeLab Fellow
SciLifeLab Data Centre
Publications 9.5.1