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Lecture 7

Tid: Torsdag 21 november 2013 kl 10:15 - 12:00 2013-11-21T10:15:00 2013-11-21T12:00:00

Kungliga Tekniska högskolan
FEL3201 Data Driven Modeling - Basic Course (8 credits)

Plats: L44

Info:

Model Quality Evaluation

  • Bias / variance trade-off
  • Stein's paradox and biased estimators
  • Confidence intervals / regions
  • Variance error quantification
  • Geometric approach to variance analysis

Reading Material

Lecture Slides

Lecturer

Cristian Rojas

Administratör Håkan Hjalmarsson skapade händelsen 11 oktober 2013

Administratör Håkan Hjalmarsson ändrade rättigheterna 14 oktober 2013

Kan därmed läsas av alla och ändras av håkan hjalmarsson (hjalmars@kth.se).
Administratör Håkan Hjalmarsson redigerade 16 oktober 2013

Model Structure Selection and ValidationQuality Evaluation
* Variance error quantification
* Confidence intervals
* Bias/variance trade-off
Reading Material Ljung: Chapter 169

Optional References
* Slides 10
* Slides 11
Lecturer Cristian Rojas

Administratör Håkan Hjalmarsson redigerade 16 oktober 2013

Model Quality Evaluation
* Variance error quantification
* Confidence intervals
* Bias/variance trade-off
Reading Material Ljung: Chapter 9

Optional References
* Slides 10
* Slides 11
      7
Lecturer Cristian Rojas

Administratör Håkan Hjalmarsson redigerade 23 oktober 2013

L44

Administratör Cristian Rojas redigerade 31 oktober 2013

Model Quality Evaluation
* Variance error quantification
* Confidence intervals
* Bias/variance trade-off
Reading Material Ljung: Chapter 9

Optional References
* Slides      7
Lecture Slides
*

Lecturer Cristian Rojas

Administratör Cristian Rojas redigerade 3 november 2013

Lecture 87

Model Quality Evaluation
* Variance error quantification
* Confidence intervals
* Bias/variance trade-off
Bias / variance trade-off
* Stein's paradox and biased estimators
* Confidence intervals / regions
* Variance error quantification
* Geometric approach to variance analysis

Reading Material Ljung: Chapter 9

Lecture Slides
*
Lecturer Cristian Rojas

Administratör Cristian Rojas redigerade 3 november 2013

Model Quality Evaluation
* Bias / variance trade-off
* Stein's paradox and biased estimators
* Confidence intervals / regions
* Variance error quantification
* Geometric approach to variance analysis
Reading Material
*
Ljung: Chapter 9

* A Geometric Approach to Variance Analysis in System Identification, H. Hjalmarsson and J. Mårtensson, IEEE Transactions on Automatic Control, 56(5), pp. 983-997, 2011.
Lecture Slides
* Lecture 7
Lecturer Cristian Rojas

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Senast ändrad 2013-11-03 15:58

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