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An Integrated Transfer Learning and Multitask Learning Approach for Pharmacokinetic Parameter Prediction Journal article
Molecular Pharmaceutics, 2019,Volume: 16,Issue: 2,Page: 533-541
Authors:  Ye Z.;  Yang Y.;  Li X.;  Cao D.;  Ouyang D.
Favorite  |  View/Download:9/0  |  Submit date:2019/02/14
ADME  deep learning  multitask learning  pharmacokinetic parameters  transfer learning  
A Regularized Variable Projection Algorithm for Separable Nonlinear Least-Squares Problems Journal article
IEEE Transactions on Automatic Control, 2019,Volume: 64,Issue: 2,Page: 526-537
Authors:  Chen G.-Y.;  Gan M.;  Chen C.L.P.;  Li H.-X.
Favorite  |  View/Download:9/0  |  Submit date:2019/02/11
Data fitting  regularization  separable nonlinear least squares (SNLLS)  variable projection (VP)  weighted generalized cross validation (WGCV)  
Adaptive Reinforcement Learning Control Based on Neural Approximation for Nonlinear Discrete-Time Systems With Unknown Nonaffine Dead-Zone Input Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019,Volume: 30,Issue: 1,Page: 295-305
Authors:  Liu, Yan-Jun;  Li, Shu;  Tong, Shaocheng;  Chen, C. L. Philip
Favorite  |  View/Download:1/0  |  Submit date:2019/01/17
Discrete-time systems  neural networks (NNs)  nonlinear systems  optimal control  reinforcement learning  
Adaptive Reinforcement Learning Control Based on Neural Approximation for Nonlinear Discrete-Time Systems with Unknown Nonaffine Dead-Zone Input Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2019,Volume: 30,Issue: 1,Page: 295-305
Authors:  Liu Y.-J.;  Li S.;  Tong S.;  Chen C.L.P.
Favorite  |  View/Download:2/0  |  Submit date:2019/02/11
Discrete-time systems  neural networks (NNs)  nonlinear systems  optimal control  reinforcement learning  
Parameter Estimation of Gaussian Mixture Model Based on Variational Bayesian Learning Conference paper
Proceedings - International Conference on Machine Learning and Cybernetics
Authors:  Zhao L.;  Shang Z.;  Qin A.;  Tang Y.Y.
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Annealing algorithm  Gaussian mixture model  parameter estimation  tsallis-DAVBEM  variational bayes EM  
Kestrel-Based Search Algorithm (KSA) for parameter tuning unto Long Short Term Memory (LSTM) Network for feature selection in classification of high-dimensional bioinformatics datasets Conference paper
Proceedings of the 2018 Federated Conference on Computer Science and Information Systems, FedCSIS 2018
Authors:  Azbehadji I.E.;  Millham R.;  Fong S.J.;  Yang H.
Favorite  |  View/Download:6/0  |  Submit date:2019/02/13
Deep learning  Kestrel-based search algorithm  Long short term memory network  Random encircling  
Optimized Multi-Agent Formation Control Based on an Identifier-Actor--Critic Reinforcement Learning Algorithm Journal article
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018,Volume: 26,Issue: 5,Page: 2719-2731
Authors:  Wen, Guoxing;  Chen, C. L. Philip;  Feng, Jun;  Zhou, Ning
View  |  Adobe PDF(984Kb)  |  Favorite  |  View/Download:457/34  |  Submit date:2018/10/30
Fuzzy logic systems (FLSs)  identifier-actor-critic architecture  multi-agent formation  optimized formation control  reinforcement learning (RL)  
Fault diagnosis of rotating machinery based on multiple probabilistic classifiers Journal article
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2018,Volume: 108,Page: 99-114
Authors:  Zhong, Jian-Hua;  Wong, Pak Kin;  Yang, Zhi-Xin
Favorite  |  View/Download:15/0  |  Submit date:2018/10/30
Rotating Machinery  Automotive Engine  Simultaneous-fault Diagnosis  Sparse Bayesian Extreme Learning Machine  Probabilistic Committee Machine  
Novel Sparse Bayesian Learning and Its Application to Ground Motion Pattern Recognition Journal article
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2017,Volume: 31,Issue: 5
Authors:  Mu, He-Qing;  Yuen, Ka-Veng
Favorite  |  View/Download:41/0  |  Submit date:2018/10/30
Bayesian learning  Strong ground motion  Maximum likelihood  Model class selection  Uncertainty quantification  
Self-evolving fuzzy model-based controller with online structure and parameter learning for hypersonic vehicle Journal article
AEROSPACE SCIENCE AND TECHNOLOGY, 2017,Volume: 64,Page: 1-15
Authors:  Rong, Hai-Jun;  Yang, Zhao-Xu;  Wong, Pak Kin;  Vong, Chi Man;  Zhao, Guang-She
Favorite  |  View/Download:15/0  |  Submit date:2018/10/30
Hypersonic Vehicle  Self-evolving Fuzzy Model  Structure Learning  Parameter Learning