AnomalyScore0.1 package

Anomaly Scoring for Multivariate Time Series

all_bands

Pairwise band generation in a multivariate time series

AnomalyScore-package

AnomalyScore: Anomaly Scoring for Multivariate Time Series

Anomalyscoresframe

Anomaly score computation for a set of distances

Cort

Temporal correlation coefficient

DEcort

Distance based on value and behavior of the time series

DEcortNorm

Normalized version of the Cort distance the modification is based on u...

distance_matrix_banddepth

Pairwise distance matrix based on the band depth distance

distance_matrix_CGCI

Pairwise distance matrix based on the conditional Granger causality in...

distance_matrix_coherence

Distance matrix from a coherence measure

distance_matrix_cort

Distance matrix from a pattern recognition distance

distance_matrix_cortNorm

Normalized distance matrix from a pattern recognition distance

distance_matrix_dtw

Normalized distance matrix from dynamic time-warping distance

distance_matrix_mahalanobis

Pairwise distance matrix based on the mahalanobis distance

distance_matrix_mvLWS

Pairwise distance matrix based on the multivariate locally wavelet par...

distance_matrix_PDC

Distance matrix from a partial directed coherence measure (PDC)

distance_matrix_PMIME

Pairwise distance matrix based on the partial mutual information of mi...

distance_matrix_RGPDC

Pairwise distance matrix based on the restricted generalized partial d...

distance_matrix_wasserstein

Distance matrix from based on the Wasserstein distance

DTWcort

Extention of the dynamic time warping distance

dxy_bands

Band depth distance between 2 time series given a set of bands

informative_bands

indexes where a series is within a specific band

kneighbors_distance_docall

K-Nearest neighbors algorithm to compute an anomaly score

matrix_PDC

Partial directed coherence matrix

mBTS_Af_mat

mBTS Vector Autoregressive coefficients fourier transform

mBTS

modified Back-in-time Selection for vector AR parameters estimation

mBTSCGCI

computation of the conditional Granger causality index

mBTSRGPDC

Restricted Generalized Partial Directed Coherence

multilagmatrix

multilagmatrix

PMIME

PMIME Partial mutual information from mixed embedding

sqnorms

Quadratic multiplication of a matrix M with respect to a matrix A: Con...

Compute an anomaly score for multivariate time series based on the k-nearest neighbors algorithm. Different computations of distances between time series are provided.

  • Maintainer: Guillermo Granados
  • License: GPL (>= 3)
  • Last published: 2024-11-21