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Lecture 10, Ensemble Methods

Tid: Torsdag 1 oktober 2015 kl 13:00 - 15:00 2015-10-01T13:00:00 2015-10-01T15:00:00

Kungliga Tekniska högskolan
HT 2015

Plats: M1

Aktivitet: Föreläsning

Lärare: Atsuto Maki ()

Studentgrupper: TCSCM_CSCA_2, TCSCM_CSCD_2, TCSCM_CSCE_2, TCSCM_CSCG_2, TEBSM_INMV_1, TEBSM_INSR_1, TITMM_2, TIVNM_DITS_2, TIVNM_HCID_1, TKOMK_3, TMAIM_1, TSCRM_1, TSCRM_2, TTMAM_1

Info:

Topics:

  • Why combine classifiers?
  • Bagging
  • Decision Forests
  • Boosting

Slides for Lecture 10

Slides for Lecture 10 (full size)

Related reading:

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)

Gareth JamesDaniela WittenTrevor Hastie and Robert Tibshirani
Available online: http://www-bcf.usc.edu/~gareth/ISL/

Schemahandläggare skapade händelsen 24 augusti 2015
Lärare Atsuto Maki redigerade 28 augusti 2015

FöreläsningLecture 10, Ensemble Methods

Schemahandläggare redigerade 31 augusti 2015

KM1

Lärare Atsuto Maki redigerade 29 september 2015


* Why combine classifiers?
* Bagging
* Decision Forests
* Boosting
Slides for Lecture 10¶

Related reading:¶

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)¶

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/¶

Lärare Atsuto Maki redigerade 2 oktober 2015

* Why combine classifiers?
* Bagging
* Decision Forests
* Boosting
Slides for Lecture 10

Slides for Lecture 10 (full size)¶

Related reading:

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

Lärare Atsuto Maki redigerade 2 oktober 2015

* Why combine classifiers?
* Bagging
* Decision Forests
* Boosting
Slides for Lecture 10

Slides for Lecture 10 (full size)

Related reading:

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

Lärare Atsuto Maki redigerade 5 oktober 2015

Topics:¶


* Why combine classifiers?
* Bagging
* Decision Forests
* Boosting
Slides for Lecture 10

Slides for Lecture 10 (full size)

Related reading:

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

Lärare Atsuto Maki redigerade 6 oktober 2015

Topics:


* Why combine classifiers?
* Bagging
* Decision Forests
* Boosting
Slides for Lecture 10

Slides for Lecture 10 (full size)

Related reading:

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

Lärare Atsuto Maki redigerade 26 oktober 2015

Topics:


* Why combine classifiers?
* Bagging
* Decision Forests
* Boosting
Slides for Lecture 10

Slides for Lecture 10 (full size)

Related reading:

Chapter 8.2 from An Introduction to Statistical Learning (Springer, 2013)

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

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