formative
Causal Estimation
Introduction
Motivation
DAG
Estimands: ATE, ATT, LATE etc.
Choosing an estimator
Estimators
Refutations
Decisions
Benchmarks
Game Theory
Introduction
Single-player
formative
Index
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
U
|
W
_
__repr__() (formative.causal.DAG method)
_Node (class in formative.causal.dag)
A
adjustment_set (formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
alpha (formative.game.HurwiczResult attribute)
ancestors() (formative.causal.DAG method)
assume() (formative.causal.DAG method)
Assumption (class in formative.causal)
assumptions (formative.causal.DiDResult property)
(formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RCTCATEResult property)
(formative.causal.RCTResult property)
(formative.causal.RDDResult property)
average (formative.game.LaplaceResult attribute)
averages (formative.game.LaplaceResult attribute)
B
bandwidth (formative.causal.RDDResult property)
benefit (formative.causal.DecisionReport attribute)
best_case (formative.game.MaximaxResult attribute)
best_cases (formative.game.MaximaxResult attribute)
bootstrap_atts (formative.causal.MatchingResult property)
C
causes() (formative.causal.dag._Node method)
children() (formative.causal.DAG method)
choice (formative.game.ExpectedValueResult attribute)
(formative.game.HurwiczResult attribute)
(formative.game.LaplaceResult attribute)
(formative.game.MaximaxResult attribute)
(formative.game.MaximinResult attribute)
(formative.game.MinimaxResult attribute)
conf_int (formative.causal.DiDResult property)
(formative.causal.GroupEffect attribute)
(formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RCTCATEResult property)
(formative.causal.RCTResult property)
(formative.causal.RDDResult property)
cost (formative.causal.DecisionReport attribute)
cutoff (formative.causal.RDDResult property)
D
DAG (class in formative.causal)
decide() (formative.causal.DiDResult method)
(formative.causal.IVResult method)
(formative.causal.MatchingResult method)
(formative.causal.OLSCATEResult method)
(formative.causal.OLSResult method)
(formative.causal.RCTCATEResult method)
(formative.causal.RCTResult method)
(formative.causal.RDDResult method)
decide_by_group() (formative.causal.OLSCATEResult method)
(formative.causal.RCTCATEResult method)
DecisionReport (class in formative.causal)
descendants() (formative.causal.DAG method)
DiD (class in formative.causal)
DiDRefutationReport (class in formative.causal)
DiDResult (class in formative.causal)
E
edges (formative.causal.DAG property)
effect (formative.causal.DiDResult property)
(formative.causal.GroupEffect attribute)
(formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RCTCATEResult property)
(formative.causal.RCTResult property)
(formative.causal.RDDResult property)
effect_by_group (formative.causal.OLSCATEResult property)
(formative.causal.RCTCATEResult property)
effect_modifier (formative.causal.OLSCATEResult property)
(formative.causal.RCTCATEResult property)
executive_summary() (formative.causal.DiDResult method)
(formative.causal.IVResult method)
(formative.causal.MatchingResult method)
(formative.causal.OLSCATEResult method)
(formative.causal.OLSResult method)
(formative.causal.RCTCATEResult method)
(formative.causal.RCTResult method)
(formative.causal.RDDResult method)
expected (formative.game.ExpectedValueResult attribute)
expected_values (formative.game.ExpectedValueResult attribute)
ExpectedValue (class in formative.game)
ExpectedValueResult (class in formative.game)
F
fit() (formative.causal.DiD method)
(formative.causal.IV2SLS method)
(formative.causal.OLSObservational method)
(formative.causal.PropensityScoreMatching method)
(formative.causal.RCT method)
(formative.causal.RDD method)
fmt_tag() (formative.causal.Assumption method)
G
GroupEffect (class in formative.causal)
guaranteed (formative.game.MaximinResult attribute)
H
homogeneity_fstat (formative.causal.OLSCATEResult property)
(formative.causal.RCTCATEResult property)
homogeneity_pvalue (formative.causal.OLSCATEResult property)
(formative.causal.RCTCATEResult property)
Hurwicz (class in formative.game)
HurwiczResult (class in formative.game)
I
IV2SLS (class in formative.causal)
IVRefutationReport (class in formative.causal)
IVResult (class in formative.causal)
L
Laplace (class in formative.game)
LaplaceResult (class in formative.game)
level (formative.causal.GroupEffect attribute)
M
MatchingRefutationReport (class in formative.causal)
MatchingResult (class in formative.causal)
max_regret (formative.game.MinimaxResult attribute)
max_regrets (formative.game.MinimaxResult attribute)
Maximax (class in formative.game)
MaximaxResult (class in formative.game)
Maximin (class in formative.game)
MaximinResult (class in formative.game)
Minimax (class in formative.game)
MinimaxResult (class in formative.game)
N
n (formative.causal.GroupEffect attribute)
n_obs (formative.causal.RDDResult property)
naive_diff (formative.causal.DiDResult property)
name (formative.causal.Assumption attribute)
net_benefit (formative.causal.DecisionReport attribute)
net_benefit_ci (formative.causal.DecisionReport attribute)
nodes (formative.causal.DAG property)
O
OLSCATEResult (class in formative.causal)
OLSObservational (class in formative.causal)
OLSRefutationReport (class in formative.causal)
OLSResult (class in formative.causal)
optimal (formative.causal.DecisionReport attribute)
outcome (formative.causal.DecisionReport attribute)
P
p_beneficial (formative.causal.DecisionReport attribute)
parents() (formative.causal.DAG method)
probabilities (formative.game.ExpectedValueResult attribute)
PropensityScoreMatching (class in formative.causal)
pvalue (formative.causal.DiDResult property)
(formative.causal.GroupEffect attribute)
(formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RCTCATEResult property)
(formative.causal.RCTResult property)
(formative.causal.RDDResult property)
R
RCT (class in formative.causal)
RCTCATEResult (class in formative.causal)
RCTRefutationReport (class in formative.causal)
RCTResult (class in formative.causal)
RDD (class in formative.causal)
RDDRefutationReport (class in formative.causal)
RDDResult (class in formative.causal)
RefutationCheck (class in formative.causal)
refute() (formative.causal.DiDResult method)
(formative.causal.IVResult method)
(formative.causal.MatchingResult method)
(formative.causal.OLSCATEResult method)
(formative.causal.OLSResult method)
(formative.causal.RCTCATEResult method)
(formative.causal.RCTResult method)
(formative.causal.RDDResult method)
regret_table (formative.game.MinimaxResult attribute)
robust (formative.causal.DecisionReport attribute)
running_var (formative.causal.RDDResult property)
S
score (formative.game.HurwiczResult attribute)
scores (formative.game.HurwiczResult attribute)
solve() (formative.game.ExpectedValue method)
(formative.game.Hurwicz method)
(formative.game.Laplace method)
(formative.game.Maximax method)
(formative.game.Maximin method)
(formative.game.Minimax method)
statsmodels_result (formative.causal.DiDResult property)
(formative.causal.IVResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RCTCATEResult property)
(formative.causal.RCTResult property)
(formative.causal.RDDResult property)
statsmodels_unadjusted_result (formative.causal.IVResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
std_err (formative.causal.DiDResult property)
(formative.causal.GroupEffect attribute)
(formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RCTCATEResult property)
(formative.causal.RCTResult property)
(formative.causal.RDDResult property)
summary() (formative.causal.DecisionReport method)
(formative.causal.DiDResult method)
(formative.causal.IVResult method)
(formative.causal.MatchingResult method)
(formative.causal.OLSCATEResult method)
(formative.causal.OLSResult method)
(formative.causal.RCTCATEResult method)
(formative.causal.RCTResult method)
(formative.causal.RDDResult method)
T
testable (formative.causal.Assumption attribute)
to_outcomes() (formative.causal.DecisionReport method)
treatment (formative.causal.DecisionReport attribute)
U
unadjusted_effect (formative.causal.IVResult property)
(formative.causal.MatchingResult property)
(formative.causal.OLSCATEResult property)
(formative.causal.OLSResult property)
(formative.causal.RDDResult property)
W
worst_cases (formative.game.MaximinResult attribute)