没有合适的资源？快使用搜索试试~ 我知道了~

文库首页行业研究行业报告图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.zip

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.zip

共1个文件

pdf：1个

1.该资源内容由用户上传，如若侵权请联系客服进行举报
2.虚拟产品一经售出概不退款（资源遇到问题，请及时私信上传者）

版权申诉

0 下载量 62 浏览量 2022-07-05 12:54:08 上传评论收藏 4.77MB ZIP 举报

温馨提示

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning

资源详情

资源评论

资源推荐

收起资源包目录

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.zip （1个子文件）

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.pdf 5.78MB

共 1 条

Enyan Dai

College of Information Sciences and Technology

The Pennsylvania State University

Fairness and Explainability

in Graph Neural Networks

Fairness

CONTENT

• Background

• Definitions

• Adversarial Debiasing

• Fairness Constraints

Explainability

• Post-hoc Explanations

Ø GNNExplainer

• Self-Explainable GNN

Ø SE-GNN

Fairness

Discrimination/Biases in Machine Learning

Face recognition perform poorly for the

darker female.

Introduction

Graph neural networks have higher risk in discrimination:

• People linked in the network tend to have the same sensitive attributes.

• The message passing would lead linked nodes have similar predictions

An example of salary prediction. (Due to historical reasons, the male generally earns high salary in the dataset

Ground Truth: High

Low

High

Ground Truth: Low

Prediction: Low Prediction: High

内容反馈

1.该资源内容由用户上传，如若侵权请联系客服进行举报
2.虚拟产品一经售出概不退款（资源遇到问题，请及时私信上传者）

版权申诉

普通网友

粉丝: 13w+

上传资源快速赚钱

我的内容管理展开

我的资源快来上传第一个资源

我的收益

登录查看自己的收益

我的积分登录查看自己的积分

我的C币登录后查看C币余额

我的收藏

我的下载

下载帮助

前往需求广场，查看用户热搜

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.zip

评论0

最新资源

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.zip

评论0

图机器学习峰会-1-2 Fairness and Explainability in Graph Learning.pdf

图机器学习，Graph-Powered Machine Learning.pdf

DataFunSummit 2021 图机器学习峰会PPT汇总（31份）.zip

图表示学习中的创新，Innovations+in+Graph+Representation+Learning.pdf.zip

2020人工智能与机器学习创新峰会PPT汇总.zip

A Survey on Bias and Fairness in Machine Learning

Fairness_in_RRM_WirelessNetworks.zip_RRM _fairness_fairness wire

A Corpus Reader and POS-Tagger for MULTEXT-East in NLTK.

PyPI 官网下载 | fairness_indicators-0.1.0.dev3-py2-none-any.whl

图机器学习峰会-2-1 复杂图上的机器学习研究.zip

图表示深度学习综述（Deep Learning for Learning Graph Representations）【清华大学朱文武老师】.zip

图机器学习峰会-1-1 Graph Neural Networks for Learning Simulations.pdf

Graph-Database-Learning-Algorithms-Neo4j-:一个调查图数据库Neo4j在临床数据上构建机器学习算法的可能性的项目

cfq-iosched.rar_fairness

amazon-sagemaker-ensemble-explainability-fairness

fairness-in-ml:该存储库包含“在对抗网络中实现机器学习中的公平性”博客文章的完整代码。

IP traffic theory and performance

Cloud and Fog Computing in 5G Mobile Networks-IET(2017).pdf

图机器学习峰会-2-3 You are AllSet！超圖GNN的新視角.zip

图机器学习峰会-5-2 图神经网络与推荐预训练模型.zip

图机器学习峰会-6-5 基于图的视觉分类模型的可解释性.zip

Research Advances in Cloud Computing-Springer(2017).pdf

Python库 | fairness_indicators-0.33.0-py3-none-any.whl

C# 7 and .NET Core Cookbook

COMP09092+212222052+chenyinghao.pdf

Airtime Fairness(发送时间公平性)技术简析.docx

最新资源