Multi-Criteria Client Selection and Scheduling with Fairness Guarantee for Federated Learning Service

no code implementations • 5 Dec 2023 • Meiying Zhang, Huan Zhao, Sheldon Ebron, Ruitao Xie, Kan Yang

Then, we formulate the initial client pool selection problem into an optimization problem that aims to maximize the overall scores of selected clients within a given budget and propose a greedy algorithm to solve it.

Fairness Federated Learning +1

Autism Spectrum Disorder Classification in Children based on Structural MRI Features Extracted using Contrastive Variational Autoencoder

no code implementations • 3 Jul 2023 • Ruimin Ma, Ruitao Xie, Yanlin Wang, Jintao Meng, Yanjie Wei, Wenhui Xi, Yi Pan

Few studies conduct machine classification of ASD for participants below 5-year-old, but, with mediocre predictive accuracy.

Classification Transfer Learning

Active Globally Explainable Learning for Medical Images via Class Association Embedding and Cyclic Adversarial Generation

no code implementations • 12 Jun 2023 • Ruitao Xie, Jingbang Chen, Limai Jiang, Rui Xiao, Yi Pan, Yunpeng Cai

Class association embedding distills the global class-related features of all instances into a unified domain with well separation between classes.

counterfactual Explainable Artificial Intelligence (XAI) +2

AGE Challenge: Angle Closure Glaucoma Evaluation in Anterior Segment Optical Coherence Tomography

no code implementations • 5 May 2020 • Huazhu Fu, Fei Li, Xu sun, Xingxing Cao, Jingan Liao, Jose Ignacio Orlando, Xing Tao, Yuexiang Li, Shihao Zhang, Mingkui Tan, Chenglang Yuan, Cheng Bian, Ruitao Xie, Jiongcheng Li, Xiaomeng Li, Jing Wang, Le Geng, Panming Li, Huaying Hao, Jiang Liu, Yan Kong, Yongyong Ren, Hrvoje Bogunovic, Xiulan Zhang, Yanwu Xu

To address this, we organized the Angle closure Glaucoma Evaluation challenge (AGE), held in conjunction with MICCAI 2019.