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Repairing mappings across biomedical ontologies by probabilistic reasoning and belief revision 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2020, 卷号: 209, 页码: 21
作者:  Li, Weizhuo;  Zhang, Songmao
收藏  |  浏览/下载：135/0  |  提交时间：2021/01/14
Mapping validation and repair  Biomedical ontologies  Probabilistic description logics  Belief revision  
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems 期刊论文
NEURAL NETWORKS, 2020, 卷号: 132, 页码: 166-179
作者:  Jin, Pengzhan;  Zhang, Zhen;  Zhu, Aiqing;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载：143/0  |  提交时间：2021/04/26
Deep learning  Physics-informed  Dynamical systems  Hamiltonian systems  Symplectic maps  Symplectic integrators  
Circular Complex-Valued GMDH-Type Neural Network for Real-Valued Classification Problems 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 12, 页码: 5285-5299
作者:  Xiao, Jin;  Jia, Yanlin;  Jiang, Xiaoyi;  Wang, Shouyang
收藏  |  浏览/下载：132/0  |  提交时间：2021/04/26
Biological system modeling  Data models  Biological neural networks  Predictive models  Neurons  Mathematical model  Complex-valued external criterion  complex-valued group method of data handling (GMDH)-type neural network  parameter estimation  real-valued classification  
Leader-following consensus of multi-agent systems under antagonistic networks 期刊论文
NEUROCOMPUTING, 2020, 卷号: 413, 页码: 339-347
作者:  Wang, Qianyao;  Liu, Kexin;  Wang, Xiong;  Wu, Lulu;  Lu, Jinhu
收藏  |  浏览/下载：143/0  |  提交时间：2021/01/14
Multi-agent systems  Signed graph  Bipartite consensus  Adaptive regulation  
Exploring firms' innovation capabilities through learning systems 期刊论文
NEUROCOMPUTING, 2020, 卷号: 409, 页码: 27-34
作者:  Li, Yawen;  Wang, Xiaoyang;  Chen, Chengcai;  Jing, Changyuan;  Wu, Tian
收藏  |  浏览/下载：186/0  |  提交时间：2020/10/12
Machine learning  Innovation input capability  Collaborative innovation capability  Innovation performance  XGBoost  GBDT  
Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness 期刊论文
NEURAL NETWORKS, 2020, 卷号: 130, 页码: 85-99
作者:  Jin, Pengzhan;  Lu, Lu;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载：117/0  |  提交时间：2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
A new ensemble deep learning approach for exchange rates forecasting and trading 期刊论文
ADVANCED ENGINEERING INFORMATICS, 2020, 卷号: 46, 页码: 10
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载：131/0  |  提交时间：2021/04/26
Ensemble learning  Forecasting  Trading  Deep learning  LSTM  
A General Joint Matrix Factorization Framework for Data Integration and Its Systematic Algorithmic Exploration 期刊论文
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 卷号: 28, 期号: 9, 页码: 1971-1983
作者:  Zhang, Lihua;  Zhang, Shihua
收藏  |  浏览/下载：144/0  |  提交时间：2021/01/14
Sparse matrices  Pattern recognition  Data integration  Prediction algorithms  Data models  Matrix decomposition  Signal processing algorithms  Bioinformatics  data integration  network-regularized constraint  nonnegative matrix factorization (NMF)  pattern recognition  
Deep spatial-temporal structure learning for rumor detection on Twitter 期刊论文
NEURAL COMPUTING & APPLICATIONS, 2020, 页码: 11
作者:  Huang, Qi;  Zhou, Chuan;  Wu, Jia;  Liu, Luchen;  Wang, Bin
收藏  |  浏览/下载：161/0  |  提交时间：2020/09/23
Rumor detection  Spatial-temporal structure learning  
Learning-Based Quantum Robust Control: Algorithm, Applications, and Experiments 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 8, 页码: 3581-3593
作者:  Dong, Daoyi;  Xing, Xi;  Ma, Hailan;  Chen, Chunlin;  Liu, Zhixin;  Rabitz, Herschel
收藏  |  浏览/下载：161/0  |  提交时间：2020/09/23
Nonhomogeneous media  Robust control  Quantum computing  Task analysis  Chemistry  Machine learning algorithms  Uncertainty  Differential evolution  femtosecond laser  quantum control  quantum learning  quantum robust control