23 citations · 24 across the 2 of their papers we have counts for
2 papers
cs.LG2023★ 23 cited
An Expandable Machine Learning-Optimization Framework to Sequential Decision-Making
Dogacan Yilmaz, İ. Esra Büyüktahtakın
We present an integrated prediction-optimization (PredOpt) framework to efficiently solve sequential decision-making problems by predicting the values of binary decision variables…
cs.LG2022★ 1 cited
Learning Optimal Solutions via an LSTM-Optimization Framework
Dogacan Yilmaz, İ. Esra Büyüktahtakın
In this study, we present a deep learning-optimization framework to tackle dynamic mixed-integer programs. Specifically, we develop a bidirectional Long Short Term Memory (LSTM) fr…