-
Support of weighted sampling without replacements
-
Implement several new sampling algorithms and a new polyalgorithm for sampling (for both with and without replacements). The new polyalgorithms choose the proper routine depending on the size of the pool and the number of samples to be drawn. (See documentation). The choices are determined based on benchmarks.
-
New function
scattermat
: scatter matrix and weighted scatter matrix. -
Weighted covariance matrix.
-
Weighted variance and standard deviation (both over an entire array or along a given dimension).
-
The function
middle
is moved to Julia Base. -
Functions to compute certain combinations of statistics (more efficiently):
mean_and_var
,mean_and_std
, andmean_and_cov
. -
New function
zscore
: computation of z-scores.
-
Remove functions deprecated before v0.5:
gmean
,hmean
,kde
,acf
,ccf
andindicators
. -
Add functions to compute deviations (moved from MLBase):
countne
,counteq
,sqL2dist
,L2dist
,L1dist
,Linfdist
,gkldiv
,meanad
,maxad
,msd
,rmsd
, andpsnr
(See documentation here).