Recent Releases of TSInterpret

TSInterpret - v.0.4.7.

SETS

  • Bug in PyTorch model prediction #68
  • Added train #67
  • Fixes in the generation processes to enable the elimination of class shaplets

Dependencies - Changes Dependencies for Python 3.12. Compatibility

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 1 year ago

TSInterpret -

Minor

  • Deleted Print in TSR see #69

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 2 years ago

TSInterpret - v.0.4.5

TSR:

  • Fix in Plot Function for univariate data #56

Native Guide

  • Fix in counterfactual swap generator for PyTorch #63

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 2 years ago

TSInterpret - 0.4.4.

TSR:

  • Fix in Plot Function for univariate data

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 2 years ago

TSInterpret - v.0.4.3

LEFTIST:
- Fix in Heatmap generation from component importance #59

NativeGuide: - Fixed Name Inconsistencies in Default Param #58

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 2 years ago

TSInterpret - v.0.4.2

Minor :

  • Readme.md
  • setup.py - h5py compatible for python > 3.10

SETS :

  • First Release of TF-Version of "Shapelet-Based Counterfactuals for Multivariate Time Series" [1]

[1] Bahri, Omar, Soukaina Filali Boubrahimi, and Shah Muhammad Hamdi. "Shapelet-based counterfactual explanations for multivariate time series." arXiv preprint arXiv:2208.10462 (2022).

Contributors:

@belaboe97

Acknowledgement We would like to thank Omar Bahri (@omarbahri) for letting us base this implementation on his original code https://github.com/omarbahri/SETS.

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 2 years ago

TSInterpret - v.0.4.1

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 2 years ago

TSInterpret - v.0.4.0

Multivariate Data, Resolved Shaping Issue #44 for:

  • TSEvo
  • COMTE
  • TSR

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 2 years ago

TSInterpret - v.0.3.4

Minor Fixes:

  • Improved Error Handling for TSR #39
  • .plot takes figsize-argument into account #40
  • Improved Error Handeling for Native Guide #38

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.3.3

COMTE:

  • Changed naming from AtesCF to COMTECF
  • Eliminated MLrose dependency

TSR:

  • opening up the masking parameters with **kwargs

NativeGuide - minor in subarray NUN_CF

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v0.3.2

Minor

  • Eliminated MLRose Dependency --> rely on self install until a new release has been published
  • TSEvo: Support for y as int
  • NativeGuide: Support for Vanishing Gradients

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.3.1

Minor

LEFTIST:

  • Unified Input Format of .explain

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.3.0

Minor

NunCF: - eliminated unnecessary parameter shape - eliminates error handling for Hook already registered

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.2.9

Minor

  • LEFTIST moved Parameters to Init

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret -

Minor Fixes:

  • Consistent Parameters Names in CF Approaches
  • Minor in CF Plot

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v0.2.7

Minor

  • TSEvo: Competability with LSTM Shaping in PyTorch

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v0.2.6

Minor:

  • Fixed Shaping in TSR
  • Updated Notebooks for TSR

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.2.5

Minor Fixes:

  • In univariate TSR for LSTM
  • Moved Parameter Setting of TSEvo to Class Init for consistency

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.2.4

Minor Fixes for more Flexibility in PyTorch - Added TSR as Parameter to Object Init of TSR - Removed some type fixations

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 3 years ago

TSInterpret - v.0.2.3

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v0.2.2

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v.0.2.1

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v.0.2.0

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v.0.1.3

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v.0.1.2

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v.0.1.1

Scientific Software - Peer-reviewed - Python
Published by JHoelli about 3 years ago

TSInterpret - v.0.1.0

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 3 years ago

TSInterpret - v.0.0.14

Added TSEvo unified output of TSR.

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 3 years ago

TSInterpret - v.0.0.134

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 3 years ago

TSInterpret - v.0.0.133

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 3 years ago

TSInterpret - v.0.0.132

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 3 years ago

TSInterpret - v.0.0.131

Scientific Software - Peer-reviewed - Python
Published by JHoelli over 3 years ago

TSInterpret -

Scientific Software - Peer-reviewed - Python
Published by JHoelli almost 4 years ago