- title: '4th Workshop on Learning with Imbalanced Domains: Preface' volume: 183 URL: https://proceedings.mlr.press/v183/moniz22a.html PDF: https://proceedings.mlr.press/v183/moniz22a/moniz22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-moniz22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 1-7 id: moniz22a issued: date-parts: - 2022 - 10 - 8 firstpage: 1 lastpage: 7 published: 2022-10-08 00:00:00 +0000 - title: 'Systematic Evaluation of CASH Search Strategies for Unsupervised Anomaly Detection' volume: 183 URL: https://proceedings.mlr.press/v183/antoniadis22a.html PDF: https://proceedings.mlr.press/v183/antoniadis22a/antoniadis22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-antoniadis22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Ioannis family: Antoniadis - given: Vincent family: Vercruyssen - given: Jesse family: Davis editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 8-22 id: antoniadis22a issued: date-parts: - 2022 - 10 - 8 firstpage: 8 lastpage: 22 published: 2022-10-08 00:00:00 +0000 - title: 'Bagging Propensity Weighting: A Robust method for biased PU Learning' volume: 183 URL: https://proceedings.mlr.press/v183/block22a.html PDF: https://proceedings.mlr.press/v183/block22a/block22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-block22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Sander De family: Block - given: Jessa family: Bekker editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 23-37 id: block22a issued: date-parts: - 2022 - 10 - 8 firstpage: 23 lastpage: 37 published: 2022-10-08 00:00:00 +0000 - title: 'DistSMOGN: Distributed SMOGN for Imbalanced Regression Problems' volume: 183 URL: https://proceedings.mlr.press/v183/song22a.html PDF: https://proceedings.mlr.press/v183/song22a/song22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-song22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Xin Yue family: Song - given: Nam family: Dao - given: Paula family: Branco editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 38-52 id: song22a issued: date-parts: - 2022 - 10 - 8 firstpage: 38 lastpage: 52 published: 2022-10-08 00:00:00 +0000 - title: 'The Hidden Cost of Fraud: An Instance-Dependent Cost-Sensitive Approach for Positive and Unlabeled Learning' volume: 183 URL: https://proceedings.mlr.press/v183/vasquez22a.html PDF: https://proceedings.mlr.press/v183/vasquez22a/vasquez22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-vasquez22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Carlos Ortega family: Vasquez - given: Jochen De family: Weerdt - given: Seppe prefix: vanden family: Broucke editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 53-67 id: vasquez22a issued: date-parts: - 2022 - 10 - 8 firstpage: 53 lastpage: 67 published: 2022-10-08 00:00:00 +0000 - title: 'Improving Imbalanced Learning by Pre-finetuning with Data Augmentation' volume: 183 URL: https://proceedings.mlr.press/v183/shi22a.html PDF: https://proceedings.mlr.press/v183/shi22a/shi22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-shi22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Yiwen family: Shi - given: Taha family: ValizadehAslani - given: Jing family: Wang - given: Ping family: Ren - given: Yi family: Zhang - given: Meng family: Hu - given: Liang family: Zhao - given: Hualou family: Liang editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 68-82 id: shi22a issued: date-parts: - 2022 - 10 - 8 firstpage: 68 lastpage: 82 published: 2022-10-08 00:00:00 +0000 - title: 'Performance and model complexity on imbalanced datasets using resampling and cost-sensitive algorithms' volume: 183 URL: https://proceedings.mlr.press/v183/silva-freitas-junior22a.html PDF: https://proceedings.mlr.press/v183/silva-freitas-junior22a/silva-freitas-junior22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-silva-freitas-junior22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Jairo prefix: da family: Silva Freitas Junior - given: Paulo Henrique family: Pisani editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 83-97 id: silva-freitas-junior22a issued: date-parts: - 2022 - 10 - 8 firstpage: 83 lastpage: 97 published: 2022-10-08 00:00:00 +0000 - title: 'Adversarial oversampling for multi-class imbalanced data classification with convolutional neural networks' volume: 183 URL: https://proceedings.mlr.press/v183/wojciechowski22a.html PDF: https://proceedings.mlr.press/v183/wojciechowski22a/wojciechowski22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-wojciechowski22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Adam family: Wojciechowski - given: Mateusz family: Lango editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 98-111 id: wojciechowski22a issued: date-parts: - 2022 - 10 - 8 firstpage: 98 lastpage: 111 published: 2022-10-08 00:00:00 +0000 - title: 'Assessing the Robustness of Ordinal Classifiers against Imbalanced and Shifting Distributions' volume: 183 URL: https://proceedings.mlr.press/v183/bonnier22a.html PDF: https://proceedings.mlr.press/v183/bonnier22a/bonnier22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-bonnier22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Thomas family: Bonnier - given: Benjamin family: Bosch editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 112-126 id: bonnier22a issued: date-parts: - 2022 - 10 - 8 firstpage: 112 lastpage: 126 published: 2022-10-08 00:00:00 +0000 - title: 'Deep Contextual Novelty Detection with Context Prediction' volume: 183 URL: https://proceedings.mlr.press/v183/rushe22a.html PDF: https://proceedings.mlr.press/v183/rushe22a/rushe22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-rushe22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Ellen family: Rushe - given: Brian Mac family: Namee editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 127-138 id: rushe22a issued: date-parts: - 2022 - 10 - 8 firstpage: 127 lastpage: 138 published: 2022-10-08 00:00:00 +0000 - title: 'Integrating and reporting full multi-view supervised learning experiments using SuMMIT' volume: 183 URL: https://proceedings.mlr.press/v183/bauvin22a.html PDF: https://proceedings.mlr.press/v183/bauvin22a/bauvin22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-bauvin22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Baptiste family: Bauvin - given: Jacques family: Corbeil - given: Dominique family: Benielli - given: Sokol family: Koço - given: Cecile family: Capponi editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 139-150 id: bauvin22a issued: date-parts: - 2022 - 10 - 8 firstpage: 139 lastpage: 150 published: 2022-10-08 00:00:00 +0000 - title: 'Probabilistic Metric to measure the imbalance in multi-class problems' volume: 183 URL: https://proceedings.mlr.press/v183/agostinho22a.html PDF: https://proceedings.mlr.press/v183/agostinho22a/agostinho22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-agostinho22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Solander Patricio Lopes family: Agostinho - given: João family: Mendes-Moreira editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 151-162 id: agostinho22a issued: date-parts: - 2022 - 10 - 8 firstpage: 151 lastpage: 162 published: 2022-10-08 00:00:00 +0000 - title: 'CNN and diffusion MRI’s 4th degree rotational invariants for Alzheimer’s disease identification' volume: 183 URL: https://proceedings.mlr.press/v183/bouayed22a.html PDF: https://proceedings.mlr.press/v183/bouayed22a/bouayed22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-bouayed22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Aymene Mohammed family: Bouayed - given: Samuel family: Deslauriers-Gauthier - given: Mauro family: Zucchelli - given: Rachid family: Deriche editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 163-174 id: bouayed22a issued: date-parts: - 2022 - 10 - 8 firstpage: 163 lastpage: 174 published: 2022-10-08 00:00:00 +0000 - title: 'Data complexity and classification accuracy correlation in oversampling algorithms' volume: 183 URL: https://proceedings.mlr.press/v183/komorniczak22a.html PDF: https://proceedings.mlr.press/v183/komorniczak22a/komorniczak22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-komorniczak22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Joanna family: Komorniczak - given: Paweł family: Ksieniewicz - given: Michał family: Woźniak editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 175-186 id: komorniczak22a issued: date-parts: - 2022 - 10 - 8 firstpage: 175 lastpage: 186 published: 2022-10-08 00:00:00 +0000 - title: 'The Influence of Multiple Classes on Learning from Imbalanced Data Streams' volume: 183 URL: https://proceedings.mlr.press/v183/lipska22a.html PDF: https://proceedings.mlr.press/v183/lipska22a/lipska22a.pdf edit: https://github.com/mlresearch//v183/edit/gh-pages/_posts/2022-10-08-lipska22a.md series: 'Proceedings of Machine Learning Research' container-title: 'Proceedings of the Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications' publisher: 'PMLR' author: - given: Agnieszka family: Lipska - given: Jerzy family: Stefanowski editor: - given: Nuno family: Moniz - given: Paula family: Branco - given: Luís family: Torgo - given: Nathalie family: Japkowicz - given: Michal family: Wozniak - given: Shuo family: Wang page: 187-198 id: lipska22a issued: date-parts: - 2022 - 10 - 8 firstpage: 187 lastpage: 198 published: 2022-10-08 00:00:00 +0000