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Frailty survival model (pymc-devs#580)
* working frailty model and plots Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding colormap plots Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding aft regression models Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding more explicit comparison between lifelines, scipy and my estimates Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * extracted correct loglogistic fit removed lifelines models Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding some write-up Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding more write up and discussion Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * rearranging and adding more description Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * more write up and plot histograms Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * using a gamma prior on the frailty terms Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * running pre-commit checks Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * updated with pre-commit checks Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * added some references and write up Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * added discussion of acceleration factors Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * added conclusion and reference Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * added stratified hazard approach to final model Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * addressing Ben's comments Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding fix for inline variable statements Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * adding fix for occurrence typo Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * correcting publication date and tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * more tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * more tidying and change final plot Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * added note about analogy with sorites paradox Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * addressing Ben's comments Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> --------- Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com>
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