A Distributed Approach to Meteorological Predictions: Addressing Data Imbalance in Precipitation Prediction Models through Federated Learning and GANs

19 October 2023

Papers citing "A Distributed Approach to Meteorological Predictions: Addressing Data Imbalance in Precipitation Prediction Models through Federated Learning and GANs"

22 / 22 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 225 30,089 0 01 Mar 2022
An Experimental Study of Class Imbalance in Federated Learning Chenguang Xiao S. Wang FedML 37 8 0 09 Sep 2021
SMOTified-GAN for class imbalanced pattern classification problems Anuraganand Sharma P. K. Singh Rohitash Chandra 45 76 0 06 Aug 2021
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data Damien Dablain Bartosz Krawczyk Nitesh Chawla 59 270 0 05 May 2021
Federated learning with class imbalance reduction Miao Yang Akitanoshou Wong Hongbin Zhu Haifeng Wang H. Qian FedML 47 125 0 23 Nov 2020
Enhanced Balancing GAN: Minority-class Image Generation Gaofeng Huang Amir Jafari GAN 29 71 0 31 Oct 2020
Conditional Wasserstein GAN-based Oversampling of Tabular Data for Imbalanced Learning Justin Engelmann Stefan Lessmann 38 231 0 20 Aug 2020
Imbalanced Data Learning by Minority Class Augmentation using Capsule Adversarial Networks Pourya Shamsolmoali Masoumeh Zareapoor Linlin Shen A. Sadka Jie Yang GAN MedIm 42 65 0 05 Apr 2020
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 100 1,246 0 01 Jul 2019
Generative Adversarial Minority Oversampling S. S. Mullick Shounak Datta Swagatam Das 66 176 0 22 Mar 2019
Deep Learning for Imbalance Data Classification using Class Expert Generative Adversarial Network Fanny T. W. Cenggoro GAN 21 49 0 12 Jul 2018
Which Training Methods for GANs do actually Converge? L. Mescheder Andreas Geiger Sebastian Nowozin 73 1,464 0 13 Jan 2018
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 171 9,533 0 31 Mar 2017
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Han Zhang Tao Xu Hongsheng Li Shaoting Zhang Xiaogang Wang Xiaolei Huang Dimitris N. Metaxas GAN 104 2,720 0 10 Dec 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 308 19,612 0 21 Nov 2016
Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning G. Lemaître Fernando Nogueira Christos K. Aridas 68 2,056 0 21 Sep 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 240 10,674 0 15 Sep 2016
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 189 6,109 0 01 Jul 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 380 17,437 0 17 Feb 2016
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 238 10,394 0 06 Nov 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 222 16,336 0 30 Apr 2014
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 331 25,569 0 09 Jun 2011