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1
Regularized System Identification
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Book
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Regularized System Identification

Pillonetto Tianshi Chen; Alessandro Chiuso; Giuseppe De Nicolao; Lennart Ljung

Springer International Publishing 2022

Online access

2
Implementation of algorithms for tuning parameters in regularized least squares problems in system identification
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Article
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Implementation of algorithms for tuning parameters in regularized least squares problems in system identification

Chen, Tianshi ; Ljung, Lennart

Automatica (Oxford), 2013-07, Vol.49 (7), p.2213-2220 [Peer Reviewed Journal]

Kidlington: Elsevier Ltd

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3
Kernel methods in system identification, machine learning and function estimation: A survey
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Article
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Kernel methods in system identification, machine learning and function estimation: A survey

Pillonetto, Gianluigi ; Dinuzzo, Francesco ; Chen, Tianshi ; De Nicolao, Giuseppe ; Ljung, Lennart

Automatica (Oxford), 2014-03, Vol.50 (3), p.657-682 [Peer Reviewed Journal]

Kidlington: Elsevier Ltd

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4
On the estimation of transfer functions, regularizations and Gaussian processes—Revisited
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Article
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On the estimation of transfer functions, regularizations and Gaussian processes—Revisited

Chen, Tianshi ; Ohlsson, Henrik ; Ljung, Lennart

Automatica (Oxford), 2012-08, Vol.48 (8), p.1525-1535 [Peer Reviewed Journal]

Kidlington: Elsevier Ltd

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5
System Identification Via Sparse Multiple Kernel-Based Regularization Using Sequential Convex Optimization Techniques
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Article
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System Identification Via Sparse Multiple Kernel-Based Regularization Using Sequential Convex Optimization Techniques

Tianshi Chen ; Andersen, Martin S. ; Ljung, Lennart ; Chiuso, Alessandro ; Pillonetto, Gianluigi

IEEE transactions on automatic control, 2014-11, Vol.59 (11), p.2933-2945 [Peer Reviewed Journal]

New York: IEEE

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6
Transfer function and transient estimation by Gaussian process regression in the frequency domain
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Article
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Transfer function and transient estimation by Gaussian process regression in the frequency domain

Lataire, John ; Chen, Tianshi

Automatica (Oxford), 2016-10, Vol.72, p.217-229 [Peer Reviewed Journal]

Elsevier Ltd

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7
On input design for regularized LTI system identification: Power-constrained input
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Article
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On input design for regularized LTI system identification: Power-constrained input

Mu, Biqiang ; Chen, Tianshi

Automatica (Oxford), 2018-11, Vol.97, p.327-338 [Peer Reviewed Journal]

Elsevier Ltd

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8
On kernel design for regularized LTI system identification
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Article
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On kernel design for regularized LTI system identification

Chen, Tianshi

Automatica (Oxford), 2018-04, Vol.90, p.109-122 [Peer Reviewed Journal]

Elsevier Ltd

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9
Maximum Entropy Kernels for System Identification
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Article
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Maximum Entropy Kernels for System Identification

Carli, Francesca Paola ; Tianshi Chen ; Ljung, Lennart

IEEE transactions on automatic control, 2017-03, Vol.62 (3), p.1471-1477 [Peer Reviewed Journal]

IEEE

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10
DaDianNao: A Neural Network Supercomputer
Material Type:
Article
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DaDianNao: A Neural Network Supercomputer

Tao Luo ; Shaoli Liu ; Ling Li ; Yuqing Wang ; Shijin Zhang ; Tianshi Chen ; Zhiwei Xu ; Temam, Olivier ; Yunji Chen

IEEE transactions on computers, 2017-01, Vol.66 (1), p.73-88 [Peer Reviewed Journal]

New York: IEEE

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