alibi-detect
v0.2.0
Overview
Getting Started
Algorithm Overview
Roadmap
Methods
Mahalanobis Outlier Detector
Isolation Forest Outlier Detector
Variational Auto-Encoder Outlier Detector
Variational Auto-Encoding Gaussian Mixture Model Outlier Detector
Auto-Encoding Gaussian Mixture Model Outlier Detector
Prophet Outlier Detector
Spectral Residual Outlier Detector
Variational Auto-Encoder Adversarial Detector
Examples
Mahalanobis outlier detection on KDD Cup ‘99 dataset
Isolation Forest outlier detection on KDD Cup ‘99 dataset
VAE outlier detection on KDD Cup ‘99 dataset
VAE outlier detection on CIFAR10
AEGMM and VAEGMM outlier detection on KDD Cup ‘99 dataset
Time-series outlier detection using Prophet on weather data
Time series outlier detection with Spectral Residuals on synthetic data
Adversarial VAE detection on MNIST
API reference
API reference
alibi-detect
Docs
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Index
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Index
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__init__() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.models.autoencoder.AE method)
(alibi_detect.models.autoencoder.AEGMM method)
(alibi_detect.models.autoencoder.Decoder method)
(alibi_detect.models.autoencoder.EncoderAE method)
(alibi_detect.models.autoencoder.EncoderVAE method)
(alibi_detect.models.autoencoder.VAE method)
(alibi_detect.models.autoencoder.VAEGMM method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
(alibi_detect.utils.discretizer.Discretizer method)
A
abdm() (in module alibi_detect.utils.distance)
add_est_points() (alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
adversarial_prediction_dict() (in module alibi_detect.base)
AdversarialVAE (class in alibi_detect.ad)
(class in alibi_detect.ad.adversarialvae)
AE (class in alibi_detect.models.autoencoder)
AEGMM (class in alibi_detect.models.autoencoder)
alibi_detect (module)
alibi_detect.ad (module)
alibi_detect.ad.adversarialvae (module)
alibi_detect.base (module)
alibi_detect.cd (module)
alibi_detect.datasets (module)
alibi_detect.metrics (module)
alibi_detect.metrics.data (module)
alibi_detect.metrics.utils (module)
alibi_detect.models (module)
alibi_detect.models.autoencoder (module)
alibi_detect.models.gmm (module)
alibi_detect.models.losses (module)
alibi_detect.models.trainer (module)
alibi_detect.od (module)
alibi_detect.od.aegmm (module)
alibi_detect.od.isolationforest (module)
alibi_detect.od.mahalanobis (module)
alibi_detect.od.prophet (module)
alibi_detect.od.sr (module)
alibi_detect.od.vae (module)
alibi_detect.od.vaegmm (module)
alibi_detect.utils (module)
alibi_detect.utils.data (module)
alibi_detect.utils.discretizer (module)
alibi_detect.utils.distance (module)
alibi_detect.utils.mapping (module)
alibi_detect.utils.perturbation (module)
alibi_detect.utils.saving (module)
alibi_detect.utils.visualize (module)
alibi_detect.version (module)
apply_mask() (in module alibi_detect.utils.perturbation)
B
BaseDetector (class in alibi_detect.base)
bins() (alibi_detect.utils.discretizer.Discretizer method)
Bunch (class in alibi_detect.utils.data)
C
call() (alibi_detect.models.autoencoder.AE method)
(alibi_detect.models.autoencoder.AEGMM method)
(alibi_detect.models.autoencoder.Decoder method)
(alibi_detect.models.autoencoder.EncoderAE method)
(alibi_detect.models.autoencoder.EncoderVAE method)
(alibi_detect.models.autoencoder.Sampling method)
(alibi_detect.models.autoencoder.VAE method)
(alibi_detect.models.autoencoder.VAEGMM method)
cat2num() (alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
cityblock_batch() (in module alibi_detect.utils.distance)
compute_grads() (alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
create_outlier_batch() (in module alibi_detect.utils.data)
creme_hist_to_dict() (in module alibi_detect.metrics.utils)
D
DataTracker (class in alibi_detect.metrics)
(class in alibi_detect.metrics.data)
Decoder (class in alibi_detect.models.autoencoder)
default() (alibi_detect.metrics.utils.NumpyEncoder method)
discretize() (alibi_detect.utils.discretizer.Discretizer method)
Discretizer (class in alibi_detect.utils.discretizer)
E
elbo() (in module alibi_detect.models.losses)
EncoderAE (class in alibi_detect.models.autoencoder)
EncoderVAE (class in alibi_detect.models.autoencoder)
eucl_cosim_features() (in module alibi_detect.models.autoencoder)
F
feature_score() (alibi_detect.od.OutlierVAE method)
(alibi_detect.od.vae.OutlierVAE method)
fetch_kdd() (in module alibi_detect.datasets)
fetch_nab() (in module alibi_detect.datasets)
fit() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.FitMixin method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
FitMixin (class in alibi_detect.base)
G
get() (alibi_detect.metrics.data.DataTracker method)
(alibi_detect.metrics.DataTracker method)
get_creme_value() (in module alibi_detect.metrics.utils)
get_list_nab() (in module alibi_detect.datasets)
gmm_energy() (in module alibi_detect.models.gmm)
gmm_params() (in module alibi_detect.models.gmm)
I
IForest (class in alibi_detect.od)
(class in alibi_detect.od.isolationforest)
infer_threshold() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.ThresholdMixin method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
init_ad_vae() (in module alibi_detect.utils.saving)
init_od_aegmm() (in module alibi_detect.utils.saving)
init_od_iforest() (in module alibi_detect.utils.saving)
init_od_mahalanobis() (in module alibi_detect.utils.saving)
init_od_prophet() (in module alibi_detect.utils.saving)
init_od_sr() (in module alibi_detect.utils.saving)
init_od_vae() (in module alibi_detect.utils.saving)
init_od_vaegmm() (in module alibi_detect.utils.saving)
inject_outlier_ts() (in module alibi_detect.utils.perturbation)
instance_score() (alibi_detect.od.OutlierVAE method)
(alibi_detect.od.vae.OutlierVAE method)
L
load_detector() (in module alibi_detect.utils.saving)
load_tf_aegmm() (in module alibi_detect.utils.saving)
load_tf_model() (in module alibi_detect.utils.saving)
load_tf_vae() (in module alibi_detect.utils.saving)
load_tf_vaegmm() (in module alibi_detect.utils.saving)
loss_adv_vae() (in module alibi_detect.models.losses)
loss_aegmm() (in module alibi_detect.models.losses)
loss_vaegmm() (in module alibi_detect.models.losses)
M
Mahalanobis (class in alibi_detect.od)
(class in alibi_detect.od.mahalanobis)
map_nested_dicts() (in module alibi_detect.metrics.utils)
meta() (alibi_detect.base.BaseDetector property)
multidim_scaling() (in module alibi_detect.utils.distance)
mvdm() (in module alibi_detect.utils.distance)
N
num2ord() (in module alibi_detect.utils.mapping)
NumpyEncoder (class in alibi_detect.metrics.utils)
O
ohe2ord() (in module alibi_detect.utils.mapping)
ohe2ord_shape() (in module alibi_detect.utils.mapping)
ord2num() (in module alibi_detect.utils.mapping)
ord2ohe() (in module alibi_detect.utils.mapping)
outlier_prediction_dict() (in module alibi_detect.base)
OutlierAEGMM (class in alibi_detect.od)
(class in alibi_detect.od.aegmm)
OutlierProphet (class in alibi_detect.od)
(class in alibi_detect.od.prophet)
OutlierVAE (class in alibi_detect.od)
(class in alibi_detect.od.vae)
OutlierVAEGMM (class in alibi_detect.od)
(class in alibi_detect.od.vaegmm)
P
plot_feature_outlier_image() (in module alibi_detect.utils.visualize)
plot_feature_outlier_tabular() (in module alibi_detect.utils.visualize)
plot_feature_outlier_ts() (in module alibi_detect.utils.visualize)
plot_instance_score() (in module alibi_detect.utils.visualize)
predict() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.BaseDetector method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
R
relative_euclidean_distance() (in module alibi_detect.utils.distance)
S
saliency_map() (alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
sample_df() (in module alibi_detect.utils.data)
Sampling (class in alibi_detect.models.autoencoder)
save_detector() (in module alibi_detect.utils.saving)
save_tf_aegmm() (in module alibi_detect.utils.saving)
save_tf_model() (in module alibi_detect.utils.saving)
save_tf_vae() (in module alibi_detect.utils.saving)
save_tf_vaegmm() (in module alibi_detect.utils.saving)
score() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.BaseDetector method)
(alibi_detect.od.aegmm.OutlierAEGMM method)
(alibi_detect.od.IForest method)
(alibi_detect.od.isolationforest.IForest method)
(alibi_detect.od.Mahalanobis method)
(alibi_detect.od.mahalanobis.Mahalanobis method)
(alibi_detect.od.OutlierAEGMM method)
(alibi_detect.od.OutlierProphet method)
(alibi_detect.od.OutlierVAE method)
(alibi_detect.od.OutlierVAEGMM method)
(alibi_detect.od.prophet.OutlierProphet method)
(alibi_detect.od.SpectralResidual method)
(alibi_detect.od.sr.SpectralResidual method)
(alibi_detect.od.vae.OutlierVAE method)
(alibi_detect.od.vaegmm.OutlierVAEGMM method)
SpectralResidual (class in alibi_detect.od)
(class in alibi_detect.od.sr)
state_adv_vae() (in module alibi_detect.utils.saving)
state_aegmm() (in module alibi_detect.utils.saving)
state_iforest() (in module alibi_detect.utils.saving)
state_mahalanobis() (in module alibi_detect.utils.saving)
state_prophet() (in module alibi_detect.utils.saving)
state_sr() (in module alibi_detect.utils.saving)
state_vae() (in module alibi_detect.utils.saving)
state_vaegmm() (in module alibi_detect.utils.saving)
T
ThresholdMixin (class in alibi_detect.base)
trainer() (in module alibi_detect.models.trainer)
U
update() (alibi_detect.metrics.data.DataTracker method)
(alibi_detect.metrics.DataTracker method)
V
VAE (class in alibi_detect.models.autoencoder)
VAEGMM (class in alibi_detect.models.autoencoder)
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