Learning Optimal Solutions via an LSTM-Optimization Framework

Mathematics

• Memory Term 100%
• Learning 69%
• Optimal Solution 64%
• Optimization 57%
• Lot Sizing 53%
• Framework 43%
• Infeasibility 26%
• Optimality 24%
• Horizon 20%
• Planning 19%
• Decision Making 19%
• Prediction 15%
• Random Forest 13%
• Mixed Integer Program 13%
• Test Set 12%
• Recurrent Neural Networks 12%
• Binary Variables 11%
• Machine Learning 10%
• Logistic Regression 10%
• Dynamic Programming 9%
• Demand 9%
• Benchmark 9%
• Labeling 9%
• Predict 8%
• Denote 5%
• Demonstrate 5%
• Model 3%

Business & Economics

• Capacitated Lot-sizing 88%
• Optimal Solution 66%
• Optimality 57%
• Sequential Decision Making 43%
• Prediction 24%
• Planning 24%
• Recurrent Neural Networks 21%
• Logistic Regression 21%
• Deep Learning 20%
• Mixed Integer Program 20%
• Machine Learning 20%
• Labeling 16%
• Dynamic Programming 14%
• Benchmark 11%
• Factors 5%

Engineering & Materials Science

• Long short-term memory 88%
• Program processors 32%
• Decision making 27%
• Planning 24%
• Logistic regression 21%
• Random forests 20%
• Recurrent neural networks 19%
• Labeling 18%
• Dynamic programming 18%
• Deep learning 16%
• Machine learning 13%
• Set theory 12%