ECE 595ML Lecture 13.2: Connecting Bayesian with Linear Regression

By Stanley H. Chan

Electrical and Computer Engineering, Purdue University, West Lafayette, IN

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Researchers should cite this work as follows:

  • Stanley H. Chan (2020), "ECE 595ML Lecture 13.2: Connecting Bayesian with Linear Regression," https://nanohub.org/resources/32592.

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WTHR 200, Purdue University, West Lafayette, IN

Tags

  1. Bayesian
  2. Bayesian statistics
  3. linear regression
ECE 595ML Lecture 13.2: Connecting Bayesian with Linear Regression
  • Lecture 13.2: Connection between Linear Regression 1. Lecture 13.2: Connection betwe… 0
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  • Outline 2. Outline 12.679346012679346
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  • Connection with Bayesian Decision Rule 3. Connection with Bayesian Decis… 16.883550216883553
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  • Summary of the Result 4. Summary of the Result 120.4537871204538
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  • Sketch of Proof 5. Sketch of Proof 288.22155488822159
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  • Sketch of Proof 6. Sketch of Proof 321.45478812145478
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  • Sketch of Proof 7. Sketch of Proof 370.30363697030367
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  • Implication 8. Implication 417.05038371705041
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  • When will Linear Regression Go Wrong? (1) 9. When will Linear Regression Go… 510.97764431097767
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  • When will Linear Regression Go Wrong? (1) 10. When will Linear Regression Go… 799.49949949949951
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  • When will Linear Regression Go Wrong? (2) 11. When will Linear Regression Go… 933.13313313313313
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  • When will Linear Regression Go Wrong? (2). 12. When will Linear Regression Go… 1030.5972639305974
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  • Does Regularization Help? 13. Does Regularization Help? 1051.6516516516517
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  • When will Linear Regression Go Wrong? (3) 14. When will Linear Regression Go… 1076.2762762762763
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  • Reading List 15. Reading List 1104.2375709042376
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  • Appendix 16. Appendix 1145.6122789456124
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  • Proof of Main Result 17. Proof of Main Result 1150.0166833500168
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  • Proof of Main Result 18. Proof of Main Result 1150.9843176509844
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  • Proof of Main Result 19. Proof of Main Result 1152.0186853520188
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  • Proof of Main Result 20. Proof of Main Result 1153.1197864531198
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