https://github.com/so-cool/blimey

Jupyter notebooks to reproduce various bLIMEy experiments
https://github.com/so-cool/blimey

machine-learning surrogate-explanations transparency xai

Last synced: 10 months ago
JSON representation

Jupyter notebooks to reproduce various bLIMEy experiments

• Host: GitHub
• URL: https://github.com/so-cool/blimey
• Owner: So-Cool
• License: bsd-3-clause
• Created: 2019-10-28T13:11:02.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2024-05-16T14:03:02.000Z (about 2 years ago)
• Last Synced: 2024-05-16T15:28:34.690Z (about 2 years ago)
• Topics: machine-learning, surrogate-explanations, transparency, xai
• Language: Jupyter Notebook
• Size: 18 MB
• Stars: 5
• Watchers: 3
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: readme.md

Awesome Lists containing this project

README

          
[![Build Status](https://github.com/So-Cool/bLIMEy/actions/workflows/test-notebooks.yml/badge.svg)](https://github.com/So-Cool/bLIMEy/actions/workflows/test-notebooks.yml)

[![Python 3.7](https://img.shields.io/badge/python-3.7-blue.svg)](https://github.com/So-Cool/bLIMEy)

[![new BSD](https://img.shields.io/github/license/So-Cool/bLIMEy.svg)](https://github.com/So-Cool/bLIMEy/blob/master/LICENCE)

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/So-Cool/bLIMEy/master)

# build LIME yourself (bLIMEy) #

This repository contains Jupyter Notebooks that can be used to reproduce

experiments included in various manuscripts discussing surrogate explanations

of black-box predictions (bLIMEy). The list of manuscripts is enclosed below.

## bLIMEy: Surrogate Prediction Explanations Beyond LIME ##

* The manuscript is available [here][blimey].

* The code is available in the [`HCML_2019` directory][hcml19].

[blimey]: https://arxiv.org/abs/1910.13016

[hcml19]: https://github.com/So-Cool/bLIMEy/tree/master/HCML_2019

## Interpretable Representations in Explainable AI: From Theory to Practice ##

* The manuscript is available [here][ir].

* The code is available in the [`DAMI_2024` directory][dami24].

[ir]: https://doi.org/10.1007/s10618-024-01010-5

[dami24]: https://github.com/So-Cool/bLIMEy/tree/master/DAMI_2024

## LIMEtree: Consistent and Faithful Surrogate Explanations of Multiple Classes ##

* The manuscript is available [here][limetree].

* The code is available in the [`ELECTRONICS_2025` directory][electronics].

[limetree]: https://doi.org/10.3390/electronics14050929

[electronics]: https://github.com/So-Cool/bLIMEy/tree/master/ELECTRONICS_2025