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Software for Examples in Automatica Survey

This website contains the code for the examples in the Automatica Survey: "Kernel methods in system identification, machine learning and function estimation: A survey" by Gianluigi Pillonetto, Francesco Dinuzzo,Tianshi Chen, Giuseppe De Nicolao and Lennart Ljung, Automatica, March 2014

For information how to proceed, see Readme File

Files to download:

For Figure 1:, Fig1.m, DataGeneration_Sect7_2.m, arx_with_regularization_special_code.m, arx_with_regularization_with_SITB.m oe_with_CV.m, oe_with_oracle_and_with_AIC.m

For Figure 2: Fig2.m, DataGeneration_Sect7_3.m, arx_with_regularization_special_code.m, arx_with_regularization_with_SITB.m armax_with_CV.m, armax_with_oracle_and_with_AIC.m

For Figure 4: Fig4.m, decimatedRobotArm.mat

Lennart Ljung

Professor of the Chair of Automatic Control

Phone:
+46 13 281310
Mobile (private):
+46 708 281310
E-mail:
ljung_at_isy.liu.se
Address:
Dept. of Electrical Engineering
Linköping University
SE-581 83 Linköping
Sweden
Visiting Address:
Campus Valla
Building B
Room 2A:542 (in the A corridor on the ground floor between entrance 25 and 27)


Page responsible: Lennart Ljung
Last updated: 2024-08-20