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503519c9c0
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Implement Poisson regression
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2023-04-21 15:27:18 +10:00 |
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2852d3dd19
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Implement yli.IntervalCensoredCox
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2023-04-17 22:40:32 +10:00 |
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f1e943ca89
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Update documentation
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2023-04-17 13:24:01 +10:00 |
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ac2aca7b8f
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Large refactor of yli.regress
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2023-04-16 23:49:43 +10:00 |
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dbfcec56c3
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Implement yli.cox_interval_censored
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2023-03-05 02:11:12 +11:00 |
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d359820f42
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Add documentation for survival analysis
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2023-02-26 00:05:10 +11:00 |
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18727cd950
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Add documentation for SHAP
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2023-02-25 23:59:01 +11:00 |
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642d0d4e4f
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Implement likelihood ratio test for Cox regression
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2023-02-25 15:08:09 +11:00 |
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eb0d520d95
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Add support for statsmodels PHReg to yli.regress
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2023-02-25 14:46:13 +11:00 |
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fa95f6d75c
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Add exposure kwarg to yli.regress, for Poisson etc.
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2023-02-25 14:12:44 +11:00 |
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967b853b02
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Implement utilities for SHAP values in regression
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2023-02-07 18:50:07 +11:00 |
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56e16bc71d
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Fixups and update documentation
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2022-12-03 02:02:34 +11:00 |
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957ef9f3fc
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Add documentation for RegressionResult.brant
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2022-12-03 01:59:54 +11:00 |
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b2a72a8ef8
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Add unit test for RegressionResult.brant
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2022-12-03 01:59:54 +11:00 |
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ea2d04ada1
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Add unit test for OrdinalLogit
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2022-12-03 01:59:54 +11:00 |
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2135796d85
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Automatically factorise pandas categorical when required for regression
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2022-12-02 21:42:41 +11:00 |
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04643d312c
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Add unit test for RegressionResult.bootstrap
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2022-12-02 21:07:08 +11:00 |
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e4e85db354
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Refactor bootstrap regression API as method of RegressionResult
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2022-12-02 21:04:58 +11:00 |
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4d59e1a521
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Refactor Brant test API as method of RegressionResult
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2022-12-02 20:47:35 +11:00 |
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fc8303678f
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Initial implementation of Brant test
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2022-12-02 20:47:34 +11:00 |
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0dab62ad0a
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Implement yli.OrdinalLogit as preferred model for ordinal logistic regression
OrdinalLogit uses a parameterisation where the cutoff terms are directly incorporated
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2022-12-02 20:47:11 +11:00 |
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f8e56d96b1
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Add "method" parameter for yli.regress
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2022-12-02 12:54:03 +11:00 |
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a48e96e96c
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Handle OrderedModel for yli.regress
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2022-12-02 12:53:50 +11:00 |
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645cb7a85e
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Rename bootstrap_regress to regress_bootstrap and update
Improve performance by directly calling statsmodels regression
Report bootstrap in model summary
Add to documentation
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2022-11-29 23:00:14 +11:00 |
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e71a1aea12
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Implement bootstrap_regress
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2022-11-29 14:40:50 +11:00 |
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d8dcece09d
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Refactor fmt_p
Combine html, only_value, tabular flags into a single Flag
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2022-11-09 17:39:53 +11:00 |
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b31ae6686f
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Make yli.mannwhitney support pandas nullable dtypes
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2022-10-20 20:58:42 +11:00 |
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d5ce46f6d0
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Add example code/output to documentation
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2022-10-19 08:49:44 +11:00 |
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62c23efebc
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Align tabular p values in plaintext output
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2022-10-19 08:49:44 +11:00 |
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a484b6205c
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Add option to make __repr__ print the summary
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2022-10-19 08:49:44 +11:00 |
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57189990d6
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Write Sphinx documentation
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2022-10-19 08:49:44 +11:00 |
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7a93355dab
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Show covariance matrix type in regression results
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2022-10-17 20:34:58 +11:00 |
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b24f675d57
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Don't show SciPy optimisation message in regression
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2022-10-17 20:34:36 +11:00 |
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4340be165b
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Fix RegressionResult.bayesfactor_beta_zero for categorical terms
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2022-10-16 02:49:43 +11:00 |
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78944c7966
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Implement yli.logit_then_regress
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2022-10-16 02:31:37 +11:00 |
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5cd04c3f6c
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Report if robust covariance matrix in regression
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2022-10-16 02:31:23 +11:00 |
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6206723713
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Add model_kwargs, fit_kwargs and common arguments to yli.regress
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2022-10-16 02:31:08 +11:00 |
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f407c5a44f
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Move dof_resid below dof_model in regression output
dof_model is the numerator in the F test so this makes more sense
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2022-10-16 02:30:24 +11:00 |
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8d40e9db8b
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Improve formatting of tabular p values
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2022-10-15 23:30:41 +11:00 |
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a2442214ed
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Observe config.alpha for significance tests and regression
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2022-10-15 23:24:29 +11:00 |
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70fba04b2f
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Regression output: Hide boolean reference categories by default if reference category is False
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2022-10-15 01:42:06 +11:00 |
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d1249914ff
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Allow cols_for_formula and reference category detection to support explicit contrasts
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2022-10-15 01:35:49 +11:00 |
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0391877296
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Refactor parsing of Patsy formulas
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2022-10-15 00:54:46 +11:00 |
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b2aaaabb0e
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Improve pretty printing of regression results
Pretty print categorical variables and show reference category
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2022-10-14 21:57:22 +11:00 |
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e8e97f6073
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Implement anova_oneway
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2022-10-14 20:18:25 +11:00 |
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255ad100fd
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Refactor fmt_p
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2022-10-14 14:48:26 +11:00 |
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526d361338
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Implement RegressionResult.bayesfactor_beta_zero
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2022-10-14 14:21:36 +11:00 |
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bb534cb285
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vif: Allow computing VIF only for variables in the formula
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2022-10-14 14:08:51 +11:00 |
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461e00df78
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Implement PenalisedLogit
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2022-10-13 17:23:29 +11:00 |
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51008296c2
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Implement vif
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2022-10-13 16:46:53 +11:00 |
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