Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Stochastic scheduling problems are difficult stochastic control problems with combinatorial decision spaces.   focus on a class of stochastic scheduling problems, the quiz problem and its variations.  discuss the use of heuristics for their solution, and  propose rollout algorithms based on these heuristics which approximate the stochastic dynamic programming algorithm.  show how the rollout algorithms can be implemented efficiently, with considerable savings in computation over optimal algorithms.  delineate circumstances under which the rollout algorithms are guaranteed to perform better than the heuristics on which they are based.  also show computational results which suggest that the performance of the rollout policies is near-optimal, and is substantially better than the performance of their underlying heuristics.
['Dimitri P. Bertsekas', 'David A. Castanon']
I am writing a research paper on a idea Rollout Algorithms for Stochastic Scheduling Problems
[{"from": "human", "value": "I am writing a research paper on a idea Rollout Algorithms for Stochastic Scheduling Problems"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Stochastic scheduling problems are difficult stochastic control problems with combinatorial decision spaces.   focus on a class of stochastic scheduling problems, the quiz problem and its variations.  discuss the use of heuristics for their solution, and  propose rollout algorithms based on these heuristics which approximate the stochastic dynamic programming algorithm.  show how the rollout algorithms can be implemented efficiently, with considerable savings in computation over optimal algorithms.  delineate circumstances under which the rollout algorithms are guaranteed to perform better than the heuristics on which they are based.  also show computational results which suggest that the performance of the rollout policies is near-optimal, and is substantially better than the performance of their underlying heuristics."}]