Version 0.0.9.7

August 2024

• spkit.graph_filter_dist

• spkit.graph_filter_adj

• spkit.conv1d_nan

• spkit.conv2d_nan

• spkit.wavelet_decomposed_signals

• spkit.wpa_plot

• spkit.wpa_coeff

• spkit.elbow_knee_point

• spkit.simplify_signal

• spkit.eeg.rhythmic_powers_win

• spkit.total_variation

• spkit.data

• Enhancement .

  • spkit.eeg.topomap

  • spkit.entropy_differential

  • spkit.transfer_entropy

  • spkit.partial_transfer_entropy

  • spkit.entropy_granger_causality

  • regularised_period_estimation

  • signal_diff

  • spkit.quantize_signal

Version 0.0.9.6

November 2023

spkit.core.processing

• Fix .

• Enhancement .

  • spkit.filter_X

  • spkit.filterDC_sGolay

  • spkit.filter_smooth_sGolay

  • spkit.filter_smooth_gauss

  • spkit.filter_smooth_mollifier

  • spkit.filter_with_kernel

  • spkit.filter_smooth_sGolay

spkit.core.infotheory

• Fix decomposition.PCA.

• Enhancement

  • spkit.entropy

  • spkit.entropy_joint

  • spkit.entropy_cond

  • spkit.mutual_Info

  • spkit.entropy_kld

  • spkit.entropy_cross

  • spkit.entropy_spectral

  • spkit.entropy_sample

  • spkit.entropy_approx

spkit.eeg

spkit.mea

spkit.ml

• spkit.ml.DecisionTree

• spkit.ml.ClassificationTree

• spkit.ml.RegressionTree

spkit.stats

spkit.geomatry

Version 0.0.9.5

March 2022

Version 0.0.9.4

Jan 2022

Following main functions are added in 0.0.9.4 version

• Ramanujan Filter Banks to estimate periods

• Fractional Fourier Transform

• Sinusoidal Model for decomposing and synthesizing a signal with sinusoidal tracks over time

• Dispersion Entropy

Also fixed a bugs

• default use of joblib is turned off

• return shape of filtered signal as as input

• doc string

Version 0.0.9.3

Oct 2021 Oct 10, 2021

Following functionaliets are added in 0.0.9.3 version * ATAR Algorithm for EEG Artifact removal [Automatic and Tunable Artifact Removal Algorithm for EEG from artical](https://www.sciencedirect.com/science/article/pii/S1746809419302058) * ICA based artifact removal algorith * Basic filtering, wavelet filtering, EEG signal processing techniques * spectral, sample, aproximate and svd entropy functions

Version 0.0.9.2

Apr 2021

Apr 22, 2021

Following functionaliets are added in 0.0.9.2 version

• Scalogram CWT function with various complex countinues wavelets

Version 0.0.9.1

Mar 20, 2020

• Fixed the bug of “Import error” in python 2.7, due to print function Issue #1

• Updated Logistic Regression with conventional methods, additional penalties and multi-class

Version 0.0.8

Mar 15, 2020

• Updates, fix a bug to install with .tar.gz

Version 0.0.7

Jan 26, 2020

• Update with probability computation and compute with different depth

Version 0.0.6

Jan 16, 2020

Version 0.0.5

skipped

Version 0.0.4

Dec 03, 2019

• Fixing bugs

Version 0.0.2

Sep 19, 2019

Following functionaliets are added * ML Models - Decision Trees, Naive Bayes, and Logistic Regression

Version 0.0.1

Apr 19, 2019

First release: Following functionaliets are added * entropy, mutual information, joint and conditional

Experimental / Under Development

• Major Feature spkit.geomatry