Index A | B | C | D | E | F | G | H | I | L | M | N | O | P | Q | R | S | T | V A add_delta() (fair_seldonian.constraints.expression_tree_ext.ExprTree method) affine_upper_bound() (in module fair_seldonian.constraints.affine) AffineForm (class in fair_seldonian.constraints.affine) B BETTING (fair_seldonian.constraints.inequalities.Inequality attribute) betting_interval() (in module fair_seldonian.constraints.inequalities) C candidate_ratio (fair_seldonian.config.SeldonianConfig attribute) candidate_upper_bound (fair_seldonian.algorithms.qsa.Diagnostics attribute) change_deltas() (in module fair_seldonian.constraints.expression_tree_ext) check_constraint_groups() (in module fair_seldonian.constraints.inequalities) child_sides() (in module fair_seldonian.constraints.expression_tree) clopper_pearson() (in module fair_seldonian.experiments.results) coefficients (fair_seldonian.constraints.affine.AffineForm attribute) compile_bounds() (in module fair_seldonian.constraints.affine) conditioning_set() (in module fair_seldonian.constraints.inequalities) config (fair_seldonian.experiments.runner.StudySpec attribute) constant (fair_seldonian.constraints.affine.AffineForm attribute) constraint (fair_seldonian.config.SeldonianConfig attribute) constraint_groups() (in module fair_seldonian.constraints.expression_tree) construct_expr_tree() (in module fair_seldonian.constraints.expression_tree_ext) construct_expr_tree_base() (in module fair_seldonian.constraints.expression_tree) contributions() (in module fair_seldonian.constraints.inequalities) D data_split() (in module fair_seldonian.data.synthetic) DEFAULT_CONFIG (in module fair_seldonian.config) delta (fair_seldonian.config.SeldonianConfig attribute) (fair_seldonian.constraints.expression_tree_ext.ExprTree attribute) demographic_parity() (in module fair_seldonian.constraints.fairness) Diagnostics (class in fair_seldonian.algorithms.qsa) diagnostics (fair_seldonian.algorithms.qsa.QSAResult attribute) E EMPIRICAL_BERNSTEIN (fair_seldonian.constraints.inequalities.Inequality attribute) equal_opportunity() (in module fair_seldonian.constraints.fairness) equalized_odds() (in module fair_seldonian.constraints.fairness) error_rate() (in module fair_seldonian.constraints.fairness) error_rate_parity() (in module fair_seldonian.constraints.fairness) eval_div_bound() (in module fair_seldonian.constraints.bounds) eval_estimate() (in module fair_seldonian.constraints.inequalities) eval_expr_tree() (in module fair_seldonian.constraints.expression_tree_ext) eval_expr_tree_base() (in module fair_seldonian.constraints.expression_tree) eval_expr_tree_conf_interval() (in module fair_seldonian.constraints.expression_tree_ext) eval_expr_tree_conf_interval_base() (in module fair_seldonian.constraints.expression_tree) eval_func_bound() (in module fair_seldonian.constraints.inequalities) eval_ghat() (in module fair_seldonian.models.logistic_regression) eval_math_bound() (in module fair_seldonian.constraints.bounds) eval_multiply_bound() (in module fair_seldonian.constraints.bounds) eval_size (fair_seldonian.experiments.runner.StudySpec attribute) ExprTree (class in fair_seldonian.constraints.expression_tree) (class in fair_seldonian.constraints.expression_tree_ext) F f_hat() (in module fair_seldonian.models.logistic_regression) failure_mode (fair_seldonian.algorithms.qsa.Diagnostics property) fair_seldonian module fair_seldonian.algorithms module fair_seldonian.algorithms.qsa module fair_seldonian.config module fair_seldonian.constraints module fair_seldonian.constraints.affine module fair_seldonian.constraints.bounds module fair_seldonian.constraints.expression_tree module fair_seldonian.constraints.expression_tree_ext module fair_seldonian.constraints.fairness module fair_seldonian.constraints.inequalities module fair_seldonian.data module fair_seldonian.data.synthetic module fair_seldonian.experiments module fair_seldonian.experiments.plots module fair_seldonian.experiments.results module fair_seldonian.experiments.runner module fair_seldonian.models module fair_seldonian.models.logistic_regression module FAIRNESS_CONSTRAINTS (in module fair_seldonian.constraints.fairness) features (fair_seldonian.experiments.runner.StudySpec attribute) force_start (fair_seldonian.experiments.runner.StudySpec attribute) form_upper_bound() (in module fair_seldonian.constraints.affine) G get_cand_solution() (in module fair_seldonian.algorithms.qsa) get_data() (in module fair_seldonian.data.synthetic) ghat() (in module fair_seldonian.models.logistic_regression) H HOEFFDING_INEQUALITY (fair_seldonian.constraints.inequalities.Inequality attribute) I Inequality (class in fair_seldonian.constraints.inequalities) inequality (fair_seldonian.config.SeldonianConfig attribute) inorder() (in module fair_seldonian.constraints.expression_tree) inorder_ext() (in module fair_seldonian.constraints.expression_tree_ext) is_func() (in module fair_seldonian.constraints.expression_tree) is_mod() (in module fair_seldonian.constraints.expression_tree) is_operator() (in module fair_seldonian.constraints.expression_tree) L left (fair_seldonian.constraints.expression_tree_ext.ExprTree attribute) M max_iter (fair_seldonian.config.SeldonianConfig attribute) module fair_seldonian fair_seldonian.algorithms fair_seldonian.algorithms.qsa fair_seldonian.config fair_seldonian.constraints fair_seldonian.constraints.affine fair_seldonian.constraints.bounds fair_seldonian.constraints.expression_tree fair_seldonian.constraints.expression_tree_ext fair_seldonian.constraints.fairness fair_seldonian.constraints.inequalities fair_seldonian.data fair_seldonian.data.synthetic fair_seldonian.experiments fair_seldonian.experiments.plots fair_seldonian.experiments.results fair_seldonian.experiments.runner fair_seldonian.models fair_seldonian.models.logistic_regression ms (fair_seldonian.experiments.runner.StudySpec attribute) N NotAffine num_trials (fair_seldonian.experiments.runner.StudySpec attribute) O optimizer (fair_seldonian.config.SeldonianConfig attribute) optimizer_evaluations (fair_seldonian.algorithms.qsa.Diagnostics attribute) optimizer_iterations (fair_seldonian.algorithms.qsa.Diagnostics attribute) optimizer_message (fair_seldonian.algorithms.qsa.Diagnostics attribute) optimizer_status (fair_seldonian.algorithms.qsa.Diagnostics attribute) P passed_safety (fair_seldonian.algorithms.qsa.QSAResult attribute) penalty (fair_seldonian.config.SeldonianConfig attribute) plot_all() (in module fair_seldonian.experiments.plots) plus() (fair_seldonian.constraints.affine.AffineForm method) predict() (in module fair_seldonian.models.logistic_regression) predict_hoeffding() (in module fair_seldonian.constraints.inequalities) Q QSA() (in module fair_seldonian.algorithms.qsa) QSAResult (class in fair_seldonian.algorithms.qsa) R right (fair_seldonian.constraints.expression_tree_ext.ExprTree attribute) run_study() (in module fair_seldonian.experiments.runner) S safety_test() (in module fair_seldonian.algorithms.qsa) safety_upper_bound (fair_seldonian.algorithms.qsa.Diagnostics attribute) save_summary() (in module fair_seldonian.experiments.results) scaled() (fair_seldonian.constraints.affine.AffineForm method) seed (fair_seldonian.experiments.runner.StudySpec attribute) seldonian_type (fair_seldonian.experiments.runner.StudySpec attribute) SeldonianConfig (class in fair_seldonian.config) sides (fair_seldonian.constraints.expression_tree_ext.ExprTree attribute) simple_logistic() (in module fair_seldonian.models.logistic_regression) split_candidate_safety() (in module fair_seldonian.algorithms.qsa) StudySpec (class in fair_seldonian.experiments.runner) summarise() (in module fair_seldonian.experiments.results) T t_ratio (fair_seldonian.experiments.runner.StudySpec attribute) T_TEST (fair_seldonian.constraints.inequalities.Inequality attribute) theta (fair_seldonian.algorithms.qsa.QSAResult attribute) theta1 (fair_seldonian.algorithms.qsa.QSAResult attribute) tp0_ratio (fair_seldonian.experiments.runner.StudySpec attribute) tp1_ratio (fair_seldonian.experiments.runner.StudySpec attribute) true_g() (in module fair_seldonian.experiments.runner) V validate_constraint() (in module fair_seldonian.constraints.expression_tree)