Ljung, Lennart

1. Nonlinear System Identification: A User-Oriented Roadmap
   2019/02/02 by Schoukens, Johan, Ljung, Lennart · 13 citations
   #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Deep networks for system identification: a Survey
   2023/01/30 by Gianluigi Pillonetto, Pillonetto, Gianluigi, Aleksandr Y. Aravkin +9 · 13 citations
   Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
3. Regularized linear system identification using atomic, nuclear and kernel-based norms: the role of the stability constraint
   2015/07/02 by Pillonetto, Gianluigi, Chen, Tianshi, Chiuso, Alessandro +2 · 2 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
4. Regularized system identification using orthonormal basis functions
   2015/04/11 by Tianshi Chen, Lennart Ljung, Chen, Tianshi +1 · 1 citation
   Engineering · #Control Systems and Identification #FOS: Electrical engineering #Fault Detection and Control Systems #Structural Health Monitoring Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
5. Deep State Space Models for Nonlinear System Identification
   2020/03/31 by Gedon, Daniel, Wahlström, Niklas, Schön, Thomas B. +1 · 1 citation
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Systems and Control (eess.SY) #electronic engineering #information engineering
6. A Crash Course on Reinforcement Learning
   2021/03/08 by Yaghmaie, Farnaz Adib, Ljung, Lennart · 1 citation
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
7. On Asymptotic Properties of Hyperparameter Estimators for Kernel-based Regularization Methods
   2017/07/03 by Mu, Biqiang, Chen, Tianshi, Ljung, Lennart · 1 citation
   #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering