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Expanding the capabilities of Bayesian regression with interactions and smooth effects Johnson, Nathan
Abstract
The B-WISE (Bayesian regression With Interactions and Smooth Effects) method of regression modelling was designed to improve upon other flexible regression schemes in the areas of model interpretability and ease of implementation. B-WISE models have been shown to have good predictive performance, and performance can be even further improved with a natural Bayesian model averaging scheme. In this thesis I will outline some ways in which some of the constraints inherent in a B-WISE model can be relaxed, so that the technique can be used in more general situations and with even greater flexibility. It is shown that much of the interpretability of B-WISE models is retained and implementation is still relatively straightforward.
Item Metadata
Title |
Expanding the capabilities of Bayesian regression with interactions and smooth effects
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Creator | |
Publisher |
University of British Columbia
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Date Issued |
2000
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Description |
The B-WISE (Bayesian regression With Interactions and Smooth Effects) method of
regression modelling was designed to improve upon other flexible regression schemes
in the areas of model interpretability and ease of implementation. B-WISE models
have been shown to have good predictive performance, and performance can be even
further improved with a natural Bayesian model averaging scheme. In this thesis
I will outline some ways in which some of the constraints inherent in a B-WISE
model can be relaxed, so that the technique can be used in more general situations
and with even greater flexibility. It is shown that much of the interpretability of
B-WISE models is retained and implementation is still relatively straightforward.
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Extent |
2232684 bytes
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Genre | |
Type | |
File Format |
application/pdf
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Language |
eng
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Date Available |
2009-07-10
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Provider |
Vancouver : University of British Columbia Library
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Rights |
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.
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DOI |
10.14288/1.0089547
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URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
2000-11
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Campus | |
Scholarly Level |
Graduate
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Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.