Joel Janek Dabrowski
Joel Janek Dabrowski
Verified email at - Homepage
Cited by
Cited by
Systemic banking crisis early warning systems using dynamic Bayesian networks
JJ Dabrowski, C Beyers, JP de Villiers
Expert systems with applications 62, 225-242, 2016
Maritime piracy situation modelling with dynamic Bayesian networks
JJ Dabrowski, JP De Villiers
Information fusion 23, 116-130, 2015
Dissolved oxygen prediction in prawn ponds from a group of one step predictors
A Rahman, J Dabrowski, J McCulloch
Information Processing in Agriculture 7 (2), 307-317, 2020
ForecastNet: a time-variant deep feed-forward neural network architecture for multi-step-ahead time-series forecasting
JJ Dabrowski, YF Zhang, A Rahman
Neural Information Processing: 27th International Conference, ICONIP 2020 …, 2020
State space models for forecasting water quality variables: an application in aquaculture prawn farming
JJ Dabrowski, A Rahman, A George, S Arnold, J McCulloch
Proceedings of the 24th ACM SIGKDD international conference on Knowledge …, 2018
A unified model for context-based behavioural modelling and classification
JJ Dabrowski, JP De Villiers
Expert Systems with Applications 42 (19), 6738-6757, 2015
Prediction of dissolved oxygen from pH and water temperature in aquaculture prawn ponds
JJ Dabrowski, A Rahman, A George
Proceedings of the Australasian joint conference on artificial intelligence …, 2018
Enforcing mean reversion in state space models for prawn pond water quality forecasting
JJ Dabrowski, A Rahman, DE Pagendam, A George
Computers and electronics in agriculture 168, 105120, 2020
Naïve Bayes switching linear dynamical system: A model for dynamic system modelling, classification, and information fusion
JJ Dabrowski, JP de Villiers, C Beyers
Information Fusion 42, 75-101, 2018
An integrated framework of sensing, machine learning, and augmented reality for aquaculture prawn farm management
A Rahman, M Xi, JJ Dabrowski, J McCulloch, S Arnold, M Rana, A George, ...
Aquacultural Engineering 95, 102192, 2021
Machine learning approach to investigate the influence of water quality on aquatic livestock in freshwater ponds
M Rana, A Rahman, J Dabrowski, S Arnold, J McCulloch, B Pais
Biosystems Engineering 208, 164-175, 2021
Sequence-to-sequence imputation of missing sensor data
JJ Dabrowski, A Rahman
AI 2019: Advances in Artificial Intelligence: 32nd Australasian Joint …, 2019
Identification of variables affecting production outcome in prawn ponds: A machine learning approach
A Rahman, S Arnold, JJ Dabrowski
Computers and Electronics in Agriculture 156, 618-626, 2019
Context-based behaviour modelling and classification of marine vessels in an abalone poaching situation
JJ Dabrowski, JP de Villiers, C Beyers
Engineering Applications of Artificial Intelligence 64, 95-111, 2017
A spatio-temporal neural network forecasting approach for emulation of firefront models
A Bolt, C Huston, P Kuhnert, JJ Dabrowski, J Hilton, C Sanderson
2022 Signal Processing: Algorithms, Architectures, Arrangements, and …, 2022
Towards data assimilation in level-set wildfire models using Bayesian filtering
JJ Dabrowski, C Huston, J Hilton, S Mangeon, P Kuhnert
arXiv preprint arXiv:2206.08501, 2022
Bayesian Physics Informed Neural Networks for data assimilation and spatio-temporal modelling of wildfires
JJ Dabrowski, DE Pagendam, J Hilton, C Sanderson, D MacKinlay, ...
Spatial Statistics 55, 100746, 2023
Deep learning and statistical models for time-critical pedestrian behaviour prediction
JJ Dabrowski, JP de Villiers, A Rahman, C Beyers
Neural Information Processing: 26th International Conference, ICONIP 2019 …, 2019
A log-additive neural model for spatio-temporal prediction of groundwater levels
D Pagendam, S Janardhanan, J Dabrowski, D MacKinlay
Spatial Statistics 55, 100740, 2023
An operational framework to automatically evaluate the quality of weather observations from third-party stations
Q Shao, M Li, JJ Dabrowski, S Bakar, A Rahman, A Powell, B Henderson
arXiv preprint arXiv:2212.01998, 2022
The system can't perform the operation now. Try again later.
Articles 1–20