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science & technology (14) 14
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humans (2) 2
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linear system identification; prediction error methods; model complexity selection; bias-variance trade-off; kernel-based regularization; inverse problems; reproducing kernel hilbert spaces; gaussian processes (2) 2
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[ info.info-ai ] computer science [cs]/artificial intelligence [cs.ai] (1) 1
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SIAM journal on control and optimization, ISSN 0363-0129, 2015, Volume 53, Issue 5, pp. 3299 - 3317
In this paper, we study the problem of identifying the impulse response of a linear time invariant (LTI) dynamical system from the knowledge of the input... 
Regularization | Reproducing kernel Hilbert spaces | System identification | Automation & Control Systems | Physical Sciences | Mathematics | Mathematics, Applied | Technology | Science & Technology
Journal Article
Automatica (Oxford), ISSN 0005-1098, 03/2014, Volume 50, Issue 3, pp. 657 - 682
Journal Article
Neurocomputing (Amsterdam), ISSN 0925-2312, 10/2013, Volume 118, pp. 119 - 126
Simultaneously solving multiple related learning tasks is beneficial under a variety of circumstances, but the prior knowledge necessary to properly model task... 
Output kernel learning | Pharmacological data | Collaborative filtering | Multi-task learning | Regularization | Computer Science, Artificial Intelligence | Technology | Computer Science | Science & Technology | Learning | Kernels | Filtering | Tasks | Mathematical analysis | Strategy | Mathematical models | Optimization | Computer Science - Learning
Journal Article
IEEE transactions on smart grid, ISSN 1949-3061, 03/2018, Volume 9, Issue 2, pp. 544 - 551
We explore the application of kernel-based multi-task learning techniques to forecast the demand of electricity measured on multiple lines of a distribution... 
Electricity demand forecasting | Multi-task learning | Output kernel learning | Engineering, Electrical & Electronic | Engineering | Technology | Science & Technology | Machine Learning | Computer Science
Journal Article
IEEE transactions on automatic control, ISSN 0018-9286, 09/2009, Volume 54, Issue 9, pp. 2126 - 2136
Journal Article
Journal of machine learning research, ISSN 1532-4435, 2011, Volume 20, pp. 181 - 195
Journal Article
Advances in Neural Information Processing Systems, ISSN 1049-5258, 2012, Volume 1, pp. 189 - 196
Conference Proceeding
2017 IEEE Manchester PowerTech, 06/2017, pp. 1 - 1
We explore the application of kernel-based multi-task learning techniques to forecast the demand of electricity measured on multiple lines of a distribution... 
Conference Proceeding
03/2012
In this paper, we study the problem of identifying the impulse response of a linear time invariant (LTI) dynamical system from the knowledge of the input... 
Computer Science - Systems and Control
Journal Article
31st International Conference on Machine Learning, ICML 2014, 2014, Volume 3, pp. 2284 - 2295
Conference Proceeding
Advances in Neural Information Processing Systems, ISSN 1049-5258, 2012, Volume 1, pp. 10 - 18
Conference Proceeding
12/2015
We explore the application of kernel-based multi-task learning techniques to forecast the demand of electricity in multiple nodes of a distribution network. We... 
Computer Science - Learning
Journal Article
Automatica (Oxford), ISSN 0005-1098, 03/2014, Volume 50, Issue 3, pp. 657 - 682
Most of the currently used techniques for linear system identification are based on classical estimation paradigms coming from mathematical statistics. In... 
Learning | Linear systems | Communities | Dynamics | Mathematical analysis | Machine learning | Mathematical models | Dynamical systems
Journal Article
01/2010
In this paper, the framework of kernel machines with two layers is introduced, generalizing classical kernel methods. The new learning methodology provide a... 
Journal Article
Automatica (Oxford), ISSN 0005-1098, 2009, Volume 45, Issue 9, pp. 2169 - 2171
In this note, a class of discontinuous feedback laws that switch over branches of parabolas in the auxiliary state plane is analyzed. Conditions are provided... 
Sliding-mode control | Robust control of nonlinear systems | Uncertain dynamic systems | Variable-structure control | Engineering, Electrical & Electronic | Engineering | Automation & Control Systems | Technology | Science & Technology | Statistics | Analysis | Algorithms | Controllers | Stability | Planes | Sliding mode | Stabilization | Switches | Control systems
Journal Article
Machine learning, ISSN 0885-6125, 3/2009, Volume 74, Issue 3, pp. 315 - 345
Journal Article
05/2012
A family of regularization functionals is said to admit a linear representer theorem if every member of the family admits minimizers that lie in a fixed finite... 
Journal Article
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