alexcoca-KernelShap
Overview
Getting Started
Algorithm overview
Roadmap
Methods
Anchors
Contrastive Explanation Method
Counterfactual Instances
Counterfactuals Guided by Prototypes
Measuring the linearity of machine learning models
Trust Scores
Examples
Anchor explanations for income prediction
Anchor explanations on the Iris dataset
Anchor explanations for movie sentiment
Anchor explanations for ImageNet
Anchor explanations for fashion MNIST
Contrastive Explanations Method (CEM) applied to MNIST
Contrastive Explanations Method (CEM) applied to Iris dataset
Counterfactual instances on MNIST
Counterfactuals guided by prototypes on MNIST
Counterfactuals guided by prototypes on Boston housing dataset
Counterfactual explanations with one-hot encoded categorical variables
Counterfactual explanations with ordinally encoded categorical variables
Linearity measure applied to Iris
Linearity measure applied to fashion MNIST
Trust Scores applied to Iris
Trust Scores applied to MNIST
API reference
API reference
Alibi
Docs
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Index
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Index
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B
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C
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D
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U
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__attrs_post_init__() (alibi.explainers.base.Explanation method)
__call__() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
__getitem__() (alibi.explainers.base.Explanation method)
__init__() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.anchor_base.AnchorBaseBeam method)
(alibi.explainers.anchor_explanation.AnchorExplanation method)
(alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.anchor_text.Neighbors method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.kernel_shap.KernelShap method)
(alibi.explainers.KernelShap method)
(alibi.tests.utils.MockPredictor method)
(alibi.utils.discretizer.Discretizer method)
(alibi.utils.distributed.ActorPool method)
A
abdm() (in module alibi.utils.distance)
ActorPool (class in alibi.utils.distributed)
add_names_to_exp() (alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.AnchorTabular method)
alibi (module)
alibi.confidence (module)
alibi.confidence.model_linearity (module)
alibi.confidence.trustscore (module)
alibi.datasets (module)
alibi.explainers (module)
alibi.explainers.anchor_base (module)
alibi.explainers.anchor_explanation (module)
alibi.explainers.anchor_image (module)
alibi.explainers.anchor_tabular (module)
alibi.explainers.anchor_text (module)
alibi.explainers.base (module)
alibi.explainers.cem (module)
alibi.explainers.cfproto (module)
alibi.explainers.counterfactual (module)
alibi.explainers.kernel_shap (module)
alibi.outlier (module)
alibi.tests (module)
alibi.tests.utils (module)
alibi.utils (module)
alibi.utils.data (module)
alibi.utils.discretizer (module)
alibi.utils.distance (module)
alibi.utils.distributed (module)
alibi.utils.distributions (module)
alibi.utils.download (module)
alibi.utils.gradients (module)
alibi.utils.mapping (module)
alibi.utils.tf (module)
alibi.utils.wrappers (module)
alibi.version (module)
anchor_beam() (alibi.explainers.anchor_base.AnchorBaseBeam method)
AnchorBaseBeam (class in alibi.explainers.anchor_base)
AnchorExplanation (class in alibi.explainers.anchor_explanation)
AnchorImage (class in alibi.explainers)
(class in alibi.explainers.anchor_image)
AnchorTabular (class in alibi.explainers)
(class in alibi.explainers.anchor_tabular)
AnchorText (class in alibi.explainers)
(class in alibi.explainers.anchor_text)
argmax_grad() (in module alibi.utils.tf)
ArgmaxTransformer (class in alibi.utils.wrappers)
argmin_grad() (in module alibi.utils.tf)
assert_message_in_logs() (in module alibi.tests.utils)
attack() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
B
BaseExplainer (class in alibi.explainers.base)
BaseExplanation (class in alibi.explainers.base)
bins() (alibi.utils.discretizer.Discretizer method)
build_explanation() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.kernel_shap.KernelShap method)
(alibi.explainers.KernelShap method)
build_lookups() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
Bunch (class in alibi.utils.data)
C
CEM (class in alibi.explainers)
(class in alibi.explainers.cem)
check_ray() (in module alibi.utils.distributed)
cityblock_batch() (in module alibi.utils.distance)
compare_labels() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorText method)
compute_beta() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
CounterFactual (class in alibi.explainers)
(class in alibi.explainers.counterfactual)
CounterFactualProto (class in alibi.explainers)
(class in alibi.explainers.cfproto)
coverage() (alibi.explainers.anchor_explanation.AnchorExplanation method)
D
default() (alibi.explainers.base.NumpyEncoder method)
deferred_init() (alibi.explainers.anchor_tabular.TabularSampler method)
discretize() (alibi.utils.discretizer.Discretizer method)
Discretizer (class in alibi.utils.discretizer)
DistributedAnchorBaseBeam (class in alibi.explainers.anchor_base)
DistributedAnchorTabular (class in alibi.explainers)
(class in alibi.explainers.anchor_tabular)
dlow_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
draw_samples() (alibi.explainers.anchor_base.AnchorBaseBeam method)
(alibi.explainers.anchor_base.DistributedAnchorBaseBeam method)
dup_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
E
examples() (alibi.explainers.anchor_explanation.AnchorExplanation method)
explain() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.DistributedAnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.base.Explainer method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.DistributedAnchorTabular method)
(alibi.explainers.kernel_shap.KernelShap method)
(alibi.explainers.KernelShap method)
Explainer (class in alibi.explainers.base)
Explanation (class in alibi.explainers.base)
F
features() (alibi.explainers.anchor_explanation.AnchorExplanation method)
fetch_adult() (in module alibi.datasets)
fetch_fashion_mnist() (in module alibi.datasets)
fetch_imagenet() (in module alibi.datasets)
fetch_movie_sentiment() (in module alibi.datasets)
filter_by_distance_knn() (alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
filter_by_probability_knn() (alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
find_similar_words() (alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorText method)
fit() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.DistributedAnchorTabular method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.base.FitMixin method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.DistributedAnchorTabular method)
(alibi.explainers.kernel_shap.KernelShap method)
(alibi.explainers.KernelShap method)
FitMixin (class in alibi.explainers.base)
from_json() (alibi.explainers.base.Explanation class method)
G
gen_category_map() (in module alibi.utils.data)
generate_superpixels() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.AnchorImage method)
get_anchor_metadata() (alibi.explainers.anchor_base.AnchorBaseBeam method)
get_features_index() (alibi.explainers.anchor_tabular.TabularSampler method)
get_gradients() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
get_init_stats() (alibi.explainers.anchor_base.AnchorBaseBeam method)
get_next() (alibi.utils.distributed.ActorPool method)
get_next_unordered() (alibi.utils.distributed.ActorPool method)
get_percentiles() (alibi.utils.discretizer.Discretizer static method)
H
handle_unk_features() (alibi.explainers.anchor_tabular.TabularSampler method)
has_next() (alibi.utils.distributed.ActorPool method)
I
issorted() (in module alibi.tests.utils)
K
KernelShap (class in alibi.explainers)
(class in alibi.explainers.kernel_shap)
kl_bernoulli() (in module alibi.utils.distributions)
kllucb() (alibi.explainers.anchor_base.AnchorBaseBeam method)
L
linearity_measure() (in module alibi.confidence)
(in module alibi.confidence.model_linearity)
LinearityMeasure (class in alibi.confidence)
(class in alibi.confidence.model_linearity)
loss_fn() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
M
map() (alibi.utils.distributed.ActorPool method)
map_unordered() (alibi.utils.distributed.ActorPool method)
methdispatch() (in module alibi.utils.wrappers)
MockPredictor (class in alibi.tests.utils)
multidim_scaling() (in module alibi.utils.distance)
mvdm() (in module alibi.utils.distance)
N
names() (alibi.explainers.anchor_explanation.AnchorExplanation method)
Neighbors (class in alibi.explainers.anchor_text)
neighbors() (alibi.explainers.anchor_text.Neighbors method)
not_raises() (in module alibi.tests.utils)
num_grad_batch() (in module alibi.utils.gradients)
num_to_ord() (in module alibi.utils.mapping)
NumpyEncoder (class in alibi.explainers.base)
O
ohe_to_ord() (in module alibi.utils.mapping)
ohe_to_ord_shape() (in module alibi.utils.mapping)
one_hot_grad() (in module alibi.utils.tf)
ord_to_num() (in module alibi.utils.mapping)
ord_to_ohe() (in module alibi.utils.mapping)
overlay_mask() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.AnchorImage method)
P
perturb() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(in module alibi.utils.gradients)
perturb_sentence() (alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorText method)
perturbation() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.AnchorImage method)
precision() (alibi.explainers.anchor_explanation.AnchorExplanation method)
Predictor (class in alibi.utils.wrappers)
propose_anchors() (alibi.explainers.anchor_base.AnchorBaseBeam method)
R
rank_by_importance() (alibi.explainers.kernel_shap.KernelShap method)
(alibi.explainers.KernelShap method)
RemoteSampler (class in alibi.explainers.anchor_tabular)
replace_features() (alibi.explainers.anchor_tabular.TabularSampler method)
round_grad() (in module alibi.utils.tf)
S
sampler() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorText method)
score() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
select_critical_arms() (alibi.explainers.anchor_base.AnchorBaseBeam method)
set_data_type() (alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorText method)
set_instance_label() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
set_n_covered() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
set_sampler_perturbation() (alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorText method)
set_words_and_pos() (alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorText method)
spacy_model() (in module alibi.utils.download)
submit() (alibi.utils.distributed.ActorPool method)
sum_categories() (in module alibi.explainers.kernel_shap)
T
TabularSampler (class in alibi.explainers.anchor_tabular)
to_json() (alibi.explainers.base.Explanation method)
to_sample() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
TrustScore (class in alibi.confidence)
(class in alibi.confidence.trustscore)
U
UNK (alibi.explainers.anchor_text.AnchorText attribute)
(alibi.explainers.AnchorText attribute)
update_state() (alibi.explainers.anchor_base.AnchorBaseBeam method)
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v: alexcoca-KernelShap
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