Chao Ning

Optimization under uncertainty in the era of big data and deep learning: When machine learning meets mathematical programming

Chao Ning, Fengqi You · Computers & Chemical Engineering · 2019 · 318 citations · Full text

Mathematical Programming, Artificial Intelligence, Data-driven Optimization +12

Data-driven decision making under uncertainty integrating robust optimization with principal component analysis and kernel smoothing methods

Chao Ning, Fengqi You · Computers & Chemical Engineering · 2018 · 193 citations

Mathematical Programming, Data-driven Optimization, Engineering +12

Data‐driven adaptive nested robust optimization: General modeling framework and efficient computational algorithm for decision making under uncertainty

Chao Ning, Fengqi You · AIChE Journal · 2017 · 158 citations

Process Industries, Engineering, Industrial Engineering +18

Data-Driven Adaptive Robust Unit Commitment Under Wind Power Uncertainty: A Bayesian Nonparametric Approach

Chao Ning, Fengqi You · IEEE Transactions on Power Systems · 2019 · 146 citations

Engineering, Uncertain Data, Uncertainty Modeling +16

Data-driven stochastic robust optimization: General computational framework and algorithm leveraging machine learning for optimization under uncertainty in the big data era

Chao Ning, Fengqi You · Computers & Chemical Engineering · 2017 · 133 citations · Full text

Data-driven Optimization, Engineering, Machine Learning +13