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Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations

• Authors : Kumar, Nilesh; Shrestha, Ruby; Li, Zhiyuan

Subjects: FOS: Computer and information sciences; Computer Vision and Pattern Recognition (cs.CV); Computer Science - Computer Vision and Pattern Recognition

• Source: Lecture Notes in Computer Science ISBN: 9783031452482

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Wasserstein Distributionally Robust Optimization: Theory and Applications in Machine Learning

• Authors : Kuhn, Daniel; Mohajerin Esfahani, Peyman; Nguyen, Viet Anh

Subjects: FOS: Computer and information sciences; Computer Science - Machine Learning; Optimizer's curse

• Source: Operations Research & Management Science in the Age of Analytics ISBN: 9780990615330

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Distributionally Robust Optimization

• Authors : Gao, Jian; Xu, Yida; Barreiro-Gomez, Julian

• Source: Optimization Algorithms-Examples ISBN: 9781789236767Optimization Algorithms-Examples

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Models and Approximations for Optimization Problems under Uncertainty with Applications to Support Vector Machine and Revenue Management

• Authors : Faccini, Daniel

Subjects: Robust Optimization; Distributionally Robust Optimization; Support Vector Machine

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Generalized Wasserstein Dice Score, Distributionally Robust Deep Learning, and Ranger for Brain Tumor Segmentation: BraTS 2020 Challenge

• Authors : Fidon, Lucas; Ourselin, Sébastien; Vercauteren, Tom

Subjects: FOS: Computer and information sciences; Computer Science - Machine Learning; 03 medical and health sciences

• Source: Lecture Notes in Computer Science ISBN: 9783030720865Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2020Lecture Notes in Computer Science

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Path Planning Using Wassertein Distributionally Robust Deep Q-learning

• Authors : Alpturk, Cem; Renganathan, Venkatraman; Lund University, Faculty of Engineering, LTH, Departments at LTH, Department of Automatic Control, Lunds universitet, Lunds Tekniska Högskola, Institutioner vid LTH, Institutionen för reglerteknik, Originator

Subjects: Engineering and Technology; Electrical Engineering; Electronic Engineering

• Source: European Control Conference.

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Group Distributionally Robust Knowledge Distillation

• Authors : Vilouras, Konstantinos; Liu, Xiao; Sanchez, Pedro

Subjects: FOS: Computer and information sciences; Computer Science - Machine Learning; Computer Vision and Pattern Recognition (cs.CV)

• Source: Lecture Notes in Computer Science ISBN: 9783031456756

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Distributionally Robust Cross Subject EEG Decoding

• Authors : Duan, Tiehang; Wang, Zhenyi; Doretto, Gianfranco

Subjects: Signal Processing (eess.SP); FOS: Computer and information sciences; Computer Science - Machine Learning

• Source: Frontiers in Artificial Intelligence and Applications ISBN: 9781643684369

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Machine Learning Based Classification Models for COVID-19 Patients

• Authors : Maggioni, Francesca; Faccini, Daniel; Gheza, Federico

Subjects: Decision support; COVID-19 application; Data analysis and risk management

• Source: AIRO Springer Series ISBN: 9783031385360

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Debiasing Counterfactuals in the Presence of Spurious Correlations

• Authors : Kumar, Amar; Fathi, Nima; Mehta, Raghav

Subjects: FOS: Computer and information sciences; Computer Vision and Pattern Recognition (cs.CV); Image and Video Processing (eess.IV)

• Source: Lecture Notes in Computer Science ISBN: 9783031452482

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