一句话:记录 LIME 被 Peng 等人的 TimeLIME 缺陷减少规划工作复用并作为核心组件的证据。
本文报告一例研究复用证据。LIME 是 Ribeiro 等人提出的局部、基于实例的解释生成框架,用于解释任意分类器的预测。Peng 等人在其“Defect Reduction Planning (using TimeLIME)”工作中复用了该框架,并将 LIME 的原始实现作为所提框架的核心组件之一。本文对此复用进行文档化记录,说明 LIME 在后续缺陷减少规划研究中的实际复用情况。由于摘要未提供实验数据或评估结果,本文的贡献主要在于记录和说明这一复用事实。
We report here the following example of reuse. LIME is a local instance-based explanation generation framework that was originally proposed by Ribeiro et al. in their paper "'Why Should I Trust You?': Explaining the Predictions of Any Classifier". The framework was reused by Peng et al. in their paper "Defect Reduction Planning (using TimeLIME)". The paper used the original implementation of LIME as one of the core components in the proposed framework.
DOI 原文 ·
@inproceedings{paperbot6372,
title = {Documenting evidence of a reuse of ‘“why should I trust you?”: explaining the predictions of any classifier’},
author = {Kewen Peng and Tim Menzies},
booktitle = {FSE},
year = {2021},
doi = {10.1145/3468264.3477217}
}