The optimizing-simulator: merging simulation and optimization using approximate dynamic programming
Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
Some topics for simulation optimization
Proceedings of the 40th Conference on Winter Simulation
Approximate dynamic programming: lessons from the field
Proceedings of the 40th Conference on Winter Simulation
Opportunistic Transmission over Randomly Varying Channels
Network Control and Optimization
An Optimal Approximate Dynamic Programming Algorithm for the Lagged Asset Acquisition Problem
Mathematics of Operations Research
Scenario Tree-Based Heuristics for Stochastic Inventory-Routing Problems
INFORMS Journal on Computing
The optimizing-simulator: An illustration using the military airlift problem
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Constraint relaxation in approximate linear programs
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Partially Observable Markov Decision Process Approximations for Adaptive Sensing
Discrete Event Dynamic Systems
Learning Representation and Control in Markov Decision Processes: New Frontiers
Foundations and Trends® in Machine Learning
Randomized shortest-path problems: Two related models
Neural Computation
Reinforcement learning and adaptive dynamic programming for feedback control
IEEE Circuits and Systems Magazine
Advanced Integration of Neural Networks for Characterizing Voids in Welded Strips
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
An alpha derivative formulation of the Hamilton-Jacobi-Bellman equation of dynamic programming
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Adaptive dynamic programming: an introduction
IEEE Computational Intelligence Magazine
Restless watchdog: selective quickest spectrum sensing in multichannel cognitive radio systems
EURASIP Journal on Advances in Signal Processing - Special issue on dynamic spectrum access for wireless networking
Path planning for data assimilation in mobile environmental monitoring systems
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Rejoinder---The Languages of Stochastic Optimization
INFORMS Journal on Computing
Probability in the Engineering and Informational Sciences
On the connections between PCTL and dynamic programming
Proceedings of the 13th ACM international conference on Hybrid systems: computation and control
Approximate Dynamic Programming for Ambulance Redeployment
INFORMS Journal on Computing
On balancing exploration vs. exploitation in a cognitive engine for multi-antenna systems
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Swarm-based approximate dynamic optimization process for discrete particle swarm optimization system
International Journal of Bio-Inspired Computation
Patterns from multiresolution 0-1 data
Proceedings of the ACM SIGKDD Workshop on Useful Patterns
Impedance learning for robotic contact tasks using natural actor-critic algorithm
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Information Relaxations and Duality in Stochastic Dynamic Programs
Operations Research
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Risk-Based Policies for Airport Security Checkpoint Screening
Transportation Science
Sequential and cooperative sensing for multi-channel cognitive radios
IEEE Transactions on Signal Processing
Reading between the lines: learning to map high-level instructions to commands
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Cognitive engine design for link adaptation: an application to multi-antenna systems
IEEE Transactions on Wireless Communications
Discrete dual-heuristic programming in 3DOF manipulator control
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
Discrete model-based adaptive critic designs in wheeled mobile robot control
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
LION'10 Proceedings of the 4th international conference on Learning and intelligent optimization
Adaptive traffic signal control using vehicle-to-infrastructure communication: a technical note
Proceedings of the Second International Workshop on Computational Transportation Science
IEEE Transactions on Wireless Communications
Stochastic control via direct comparison
Discrete Event Dynamic Systems
An Improved Dynamic Programming Decomposition Approach for Network Revenue Management
Manufacturing & Service Operations Management
Biasing Monte-Carlo simulations through RAVE values
CG'10 Proceedings of the 7th international conference on Computers and games
Sampled fictitious play for approximate dynamic programming
Computers and Operations Research
Adaptive modulation with smoothed flow utility
EURASIP Journal on Wireless Communications and Networking
Winter Simulation Conference
Winter Simulation Conference
Ambulance redeployment: an approximate dynamic programming approach
Winter Simulation Conference
Towards proactive event-driven computing
Proceedings of the 5th ACM international conference on Distributed event-based system
A dynamic programming strategy to balance exploration and exploitation in the bandit problem
Annals of Mathematics and Artificial Intelligence
Valuation of Storage at a Liquefied Natural Gas Terminal
Operations Research
Learning to manage combined energy supply systems
Proceedings of the 17th IEEE/ACM international symposium on Low-power electronics and design
The Knowledge-Gradient Algorithm for Sequencing Experiments in Drug Discovery
INFORMS Journal on Computing
A Markov decision process approach to multi-category patient scheduling in a diagnostic facility
Artificial Intelligence in Medicine
Network Cargo Capacity Management
Operations Research
The Effect of Robust Decisions on the Cost of Uncertainty in Military Airlift Operations
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Quantifying the exact impact of state estimation error on traffic signal control
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Computational Transportation Science
Robust Approximate Bilinear Programming for Value Function Approximation
The Journal of Machine Learning Research
Global estimation in constrained environments
International Journal of Robotics Research
ACM Transactions on Sensor Networks (TOSN)
Q-Learning and Enhanced Policy Iteration in Discounted Dynamic Programming
Mathematics of Operations Research
Learning heuristic policies – a reinforcement learning problem
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
International Journal of Robotics Research
Neural dynamic programming in reactive navigation of wheeled mobile robot
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Operations Research Letters
Detecting similar software applications
Proceedings of the 34th International Conference on Software Engineering
Suboptimal Solutions to Team Optimization Problems with Stochastic Information Structure
SIAM Journal on Optimization
The Knowledge Gradient Algorithm for a General Class of Online Learning Problems
Operations Research
Approximate Dynamic Programming via a Smoothed Linear Program
Operations Research
Reinforcement learning with a bilinear q function
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
Multi-rate control policies for elastic traffic in CDMA networks
Performance Evaluation
Parallel cooperative micro-particle swarm optimization: A master-slave model
Applied Soft Computing
Robotics and Autonomous Systems
SMART: A Stochastic Multiscale Model for the Analysis of Energy Resources, Technology, and Policy
INFORMS Journal on Computing
Information Sciences: an International Journal
Learning policies for battery usage optimization in electric vehicles
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Genetic algorithms in feature and instance selection
Knowledge-Based Systems
Optimization via simulation with Bayesian statistics and dynamic programming
Proceedings of the Winter Simulation Conference
Sequential screening: a Bayesian dynamic programming analysis of optimal group-splitting
Proceedings of the Winter Simulation Conference
Applying a framework for healthcare incentives simulation
Proceedings of the Winter Simulation Conference
Simulation to discover structure in optimal dynamic control policies
Proceedings of the Winter Simulation Conference
Proceedings of the Winter Simulation Conference
A sampled fictitious play based learning algorithm for infinite horizon Markov decision processes
Proceedings of the Winter Simulation Conference
Optimization simulation: the case of multi-stage stochastic decision models
Proceedings of the Winter Simulation Conference
Identifying effective policies in approximate dynamic programming: beyond regression
Proceedings of the Winter Simulation Conference
Sourcing strategies in supply risk management: An approximate dynamic programming approach
Computers and Operations Research
Dynamic Capacity Allocation to Customers Who Remember Past Service
Management Science
Assessing the Value of Dynamic Pricing in Network Revenue Management
INFORMS Journal on Computing
Planning for multiple measurement channels in a continuous-state POMDP
Annals of Mathematics and Artificial Intelligence
Analysis of cross-price effects on markdown policies by using function approximation techniques
Knowledge-Based Systems
Optimally solving dec-POMDPs as continuous-state MDPs
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Reinforcement learning algorithms with function approximation: Recent advances and applications
Information Sciences: an International Journal
Multivariate convex regression with adaptive partitioning
The Journal of Machine Learning Research
Optimal learning for sequential sampling with non-parametric beliefs
Journal of Global Optimization
Distributed Learning for Planning Under Uncertainty Problems with Heterogeneous Teams
Journal of Intelligent and Robotic Systems
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