深層学習手法

Predictive Uncertainty Estimation via Prior Networks

Authors: Andrey Malinin, Mark Gales | Published: 2018-02-28 | Updated: 2018-11-29
不確実性の定量化
不確実性評価
深層学習手法

Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)

Authors: Been Kim, Martin Wattenberg, Justin Gilmer, Carrie Cai, James Wexler, Fernanda Viegas, Rory Sayres | Published: 2017-11-30 | Updated: 2018-06-07
XAI(説明可能なAI)
深層学習手法
特徴重要度分析

A Unified Approach to Interpreting Model Predictions

Authors: Scott Lundberg, Su-In Lee | Published: 2017-05-22 | Updated: 2017-11-25
XAI(説明可能なAI)
深層学習手法
特徴重要度分析

Interpretable Explanations of Black Boxes by Meaningful Perturbation

Authors: Ruth Fong, Andrea Vedaldi | Published: 2017-04-11 | Updated: 2021-12-03
XAI(説明可能なAI)
深層学習手法
特徴重要度分析

Learning Important Features Through Propagating Activation Differences

Authors: Avanti Shrikumar, Peyton Greenside, Anshul Kundaje | Published: 2017-04-10 | Updated: 2019-10-12
XAI(説明可能なAI)
深層学習手法
特徴重要度分析