Projects and Funding
o PI, FRAPP: Fair, Robust, And Privacy-Preserving Machine Learning Algorithms, SUNY-IBM AI Research Alliance, 2021-2022.
o PI, Robust Deep
Learning with Big Imbalanced Data, National Science Foundation (NSF), IIS-2110546,
2021-2024. (Collaborative project with University of Iowa)
o PI, New Studies of
Learning with Stochastic Convex Optimization, National Science Foundation (NSF), DMS-2110836,
2021-2024.
o Co-PI, A Study of New
Aggregate Losses for Machine Learning, National Science Foundation (NSF), IIS-2008532 , 2020-2023.
o
PI, Online AUC Maximization Algorithms
for Streaming Data, National Science Foundation (NSF), IIS-1816227 , 2018- 2021.
o
PI, Theory and Algorithms for Nonstandard Prediction Problems, Simons Foundation (Collaboration Grants for Mathematicians), No.
4422504, 2016-2021. (Terminated at 2018 due to the award of NSF)
o
PI, Advanced peer to peer transactive energy
platform with predictive optimization,
Department of Energy (subaward from Ecolong),
2018-2019.
o
PI, Metric Learning for Big data, Presidential Innovation
Fund for Research and Scholarship (PIFRS) from UAlbany,
2016- 2017.
o
PI, Towards a New Generation of Matrix Learning Methods in Machine Learning, Engineering and Physical Sciences Research Council (EPSRC), EP/J001384/1 (UK), 2/2012-6/2013.
o
PI, Towards Automatic
Prediction of Tumor Growth from CT Images, Royal Devon and Exeter NHS Foundation Trust
(UK), 2012- 2013.
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