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ORCIDIoannis Ch. Paschalidis
Publications
- 2023
[c101]Ruidi Chen, Boran Hao, Ioannis Ch. Paschalidis:
Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers. ICASSP 2023: 1-2- [c99]Boran Hao
, Guoyao Shen, Ruidi Chen, Chad W. Farris, Stephan W. Anderson, Xin Zhang, Ioannis Ch. Paschalidis:
Distributionally Robust Image Classifiers for Stroke Diagnosis in Accelerated MRI. MICCAI (5) 2023: 768-777 - 2022
- [j74]Ruidi Chen, Ioannis Ch. Paschalidis:
Robust Grouped Variable Selection Using Distributionally Robust Optimization. J. Optim. Theory Appl. 194(3): 1042-1071 (2022) - 2021
- [i33]Ruidi Chen, Ioannis Ch. Paschalidis:
Distributionally Robust Learning. CoRR abs/2108.08993 (2021) - [i32]Ruidi Chen, Boran Hao, Ioannis Ch. Paschalidis:
Distributionally Robust Multiclass Classification and Applications in Deep CNN Image Classifiers. CoRR abs/2109.12772 (2021) - [i31]Shahabeddin Sotudian, Ruidi Chen, Ioannis Ch. Paschalidis:
Distributionally Robust Multi-Output Regression Ranking. CoRR abs/2109.12803 (2021) - 2020
- [j66]Ruidi Chen, Ioannis Ch. Paschalidis:
Distributionally Robust Learning. Found. Trends Optim. 4(1-2): 1-243 (2020) - [i26]Ruidi Chen, Ioannis Ch. Paschalidis:
Robustified Multivariate Regression and Classification Using Distributionally Robust Optimization under the Wasserstein Metric. CoRR abs/2006.06090 (2020) - [i25]Ruidi Chen, Ioannis Ch. Paschalidis:
Robust Grouped Variable Selection Using Distributionally Robust Optimization. CoRR abs/2006.06094 (2020) - 2019
- [j58]Ruidi Chen, Ioannis Ch. Paschalidis, Michael C. Caramanis, Panagiotis Andrianesis:
Learning From Past Bids to Participate Strategically in Day-Ahead Electricity Markets. IEEE Trans. Smart Grid 10(5): 5794-5806 (2019) - [c76]Ruidi Chen, Ioannis Ch. Paschalidis:
A Distributionally Robust Optimization Approach for Multivariate Linear Regression under the Wasserstein Metric. CDC 2019: 3655-3660 - [c69]Ruidi Chen, Ioannis Ch. Paschalidis:
Selecting Optimal Decisions via Distributionally Robust Nearest-Neighbor Regression. NeurIPS 2019: 748-758 - 2018
- [j57]Theodora S. Brisimi, Ruidi Chen, Theofanie Mela, Alex Olshevsky, Ioannis Ch. Paschalidis, Wei Shi:
Federated learning of predictive models from federated Electronic Health Records. Int. J. Medical Informatics 112: 59-67 (2018) - [j56]Ruidi Chen, Ioannis Ch. Paschalidis:
A Robust Learning Approach for Regression Models Based on Distributionally Robust Optimization. J. Mach. Learn. Res. 19: 13:1-13:48 (2018) - [c67]Ruidi Chen, Ioannis Ch. Paschalidis:
A Distributionally Robust Optimization Approach for Outlier Detection. CDC 2018: 352-357 - [i14]Ruidi Chen, Ioannis Ch. Paschalidis:
Learning Optimal Personalized Treatment Rules Using Robust Regression Informed K-NN. CoRR abs/1811.06083 (2018) - 2017
- [j51]Ruidi Chen, Ioannis Ch. Paschalidis:
Outlier Detection Using Robust Optimization with Uncertainty Sets Constructed from Risk Measures. SIGMETRICS Perform. Evaluation Rev. 45(3): 174-179 (2017) - [c66]Ruidi Chen, Ioannis Ch. Paschalidis, Michael C. Caramanis:
Strategic equilibrium bidding for electricity suppliers in a day-ahead market using inverse optimization. CDC 2017: 220-225
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