Reuven Rubinstein
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Computer Science
Reuven Rubinstein's Degrees
- PhD Computer Science Stanford University
- Masters Computer Science Stanford University
- Bachelors Computer Science Stanford University
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Why Is Reuven Rubinstein Influential?
(Suggest an Edit or Addition)According to Wikipedia, Reuven Rubinstein was an Israeli scientist known for his contributions to Monte Carlo simulation, applied probability, stochastic modeling, and stochastic optimization, having authored more than one hundred papers and six books.
Reuven Rubinstein's Published Works
Published Works
- Simulation and the Monte Carlo method (1981) (4732)
- A Tutorial on the Cross-Entropy Method (2005) (2123)
- The Cross-Entropy Method for Combinatorial and Continuous Optimization (1999) (849)
- The Cross-Entropy Method: A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning (2004) (694)
- Optimization of computer simulation models with rare events (1997) (678)
- The Cross-Entropy Method (2011) (411)
- Simulation and the Monte Carlo Method (Wiley Series in Probability and Statistics) (1981) (379)
- The Cross Entropy Method: A Unified Approach To Combinatorial Optimization, Monte-carlo Simulation (Information Science and Statistics) (2004) (330)
- The Cross-Entropy Method for Continuous Multi-Extremal Optimization (2006) (253)
- Modern simulation and modeling (1998) (227)
- The Cross Entropy Method for Fast Policy Search (2003) (194)
- The cross entropy method for classification (2005) (191)
- Sensitivity Analysis and Performance Extrapolation for Computer Simulation Models (1989) (164)
- On relaxation algorithms in computation of noncooperative equilibria (1994) (157)
- Application of the Cross-Entropy Method to the Buffer Allocation Problem in a Simulation-Based Environment (2005) (144)
- Chapter 3 – The Cross-Entropy Method for Optimization (2013) (136)
- Combinatorial Optimization, Cross-Entropy, Ants and Rare Events (2001) (125)
- Efficiency of Multivariate Control Variates in Monte Carlo Simulation (1985) (105)
- Monte Carlo Optimization, Simulation and Sensitivity of Queueing Networks (1986) (97)
- Optimization and Sensitivity Analysis of Computer Simulation Models by the Score Function Method (1996) (90)
- The score function approach for sensitivity analysis of computer simulation models (1986) (85)
- Cross-entropy and rare events for maximal cut and partition problems (2002) (84)
- The cross-entropy method for estimation (2013) (80)
- Optimization of static simulation models by the score function method (1990) (69)
- Steady State Rare Events Simulation in Queueing Models and its Complexity Properties (1994) (69)
- A Fast Cross-Entropy Method for Estimating Buffer Overflows in Queueing Networks (2004) (57)
- A Stochastic Minimum Cross-Entropy Method for Combinatorial Optimization and Rare-event Estimation* (2005) (56)
- HEAVY TAILS, IMPORTANCE SAMPLING AND CROSS–ENTROPY (2005) (55)
- Sensitivity analysis of discrete event systems by the “push out” method (1992) (54)
- Application of the cross-entropy method to clustering and vector quantization (2007) (50)
- Sensitivity analysis and the “what if” problem in simulation analysis (1989) (48)
- Fast Sequential Monte Carlo Methods for Counting and Optimization (2013) (47)
- First-Price Auctions When the Ranking of Valuations is Common Knowledge (1996) (47)
- Redundancy optimization of static series-parallel reliability models under uncertainty (1997) (43)
- Adaptive importance sampling simulation of queueing networks (2000) (42)
- How to Deal with the Curse of Dimensionality of Likelihood Ratios in Monte Carlo Simulation (2009) (40)
- Estimation of rare event probabilities using cross-entropy (2002) (40)
- The Gibbs Cloner for Combinatorial Optimization, Counting and Sampling (2009) (39)
- Antithetic Variates, Multivariate Dependence and Simulation of Stochastic Systems (1985) (35)
- Nondifferentiable optimization via smooth approximation: General analytical approach (1992) (34)
- Quick estimation of rare events in stochastic networks (1997) (34)
- How to optimize discrete-event systems from a single sample path by the score function method (1991) (34)
- Rare event estimation for static models via cross-entropy and importance sampling (2003) (33)
- Monte Carlo methods (2019) (33)
- The Transform Likelihood Ratio Method for Rare Event Simulation with Heavy Tails (2004) (33)
- Semi-Iterative Minimum Cross-Entropy Algorithms for Rare-Events, Counting, Combinatorial and Integer Programming (2008) (30)
- Variance Reduction Techniques in Monte Carlo Methods (2010) (27)
- Randomized Algorithms with Splitting: Why the Classic Randomized Algorithms Do Not Work and How to Make them Work (2010) (27)
- Regenerative rare events simulation via likelihood ratios (1994) (26)
- Combinatorial Optimization via Cross-Entropy (2004) (26)
- The efficiency and heavy traffic properties of the score function method in sensitivity analysis of queueing models (1992) (24)
- Smoothed Functionals in Stochastic Optimization (1983) (23)
- An Efficient Stochastic Approximation Algorithm for Stochastic Saddle Point Problems (2005) (22)
- Estimating buffer overflows in three stages using cross-entropy (2002) (22)
- Stochastic Enumeration Method for Counting NP-Hard Problems (2013) (21)
- Monte Carlo Optimization (2008) (21)
- Variance reduction by the use of common and antithetic random variables (1985) (20)
- Discrete Event Systems (1993) (18)
- On the optimality and e ciency of common random numbers (1984) (18)
- Sensitivity Analysis of Insurance Risk Models Via Simulation (1999) (14)
- PERMUTATIONAL METHODS FOR PERFORMANCE ANALYSIS OF STOCHASTIC FLOW NETWORKS (2013) (14)
- The Splitting Method for Decision Making (2012) (13)
- Regenerative Method for Simulation Analysis (2008) (12)
- Techniques for simulating difficutl queueing problems: adaptive importance sampling simulation of queueing networks (2000) (12)
- Smoothed functionals and constrained stochastic approximation (1988) (11)
- INVENTORY PROCESSES: QUASI-REGENERATIVE PROPERTY, PERFORMANCE EVALUATION, AND SENSITIVITY ESTIMATION VIA SIMULATION (2002) (10)
- Simulation and the Monte Carlo Method, Student Solutions Manual (2012) (10)
- How Many Needles are in a Haystack, or How to Solve #P-Complete Counting Problems Fast (2006) (9)
- Combining the Stochastic Counterpart and Stochastic Approximation Methods (1995) (9)
- Minimum Cross-entropy Methods for Rare-event Simulation (2007) (9)
- Reliability of stochastic flow networks with continuous link capacities (2014) (8)
- On the Use of Smoothing to Improve the Performance of the Splitting Method (2011) (7)
- Systems, Models, Simulation, and the Monte Carlo Methods (2008) (6)
- Performance evaluation for the score function method in sensitivity analysis and stochastic optimization (1992) (6)
- Decomposable score function estimators for sensitivity analysis and optimization of queueing networks (1992) (6)
- Zero-Variance Importance Sampling Estimators for Markov Process Expectations (2013) (6)
- Convergence of perturbation analysis estimates for discontinuous sample functions: a general approach (1988) (6)
- Entropy and Cloning Methods for Combinatorial Optimization, Sampling and Counting Using the Gibbs Sampler (2009) (5)
- A Tutorial Introduction to the Cross-Entropy Method (2004) (5)
- Modified importance sampling for performance evaluation and sensitivity analysis of computer simulation models (1991) (5)
- Discrete Event Systems: Sensitivity Analysis and Stochastic Optimization by the Score Function Method (2016) (4)
- Response surface estimation and sensitivity analysis via efficient change of measure (1993) (4)
- Counting with Combined Splitting and Capture–Recapture Methods (2011) (3)
- Wiley Series in Probability and Statistics (2007) (3)
- Monte Carlo Integration and Variance Reduction Techniques (2008) (2)
- An efficient mixture method (1982) (2)
- On optimal choice of reference parameters in the likelihood ratio method (1992) (2)
- Stochastic Enumeration Method (2013) (2)
- Sensitivity analysis of discrete event systems with autocorrelated inputs (1992) (2)
- Polynomial time algorithms for estimation of rare events in queueing models (1998) (2)
- Random Number Generation (2008) (2)
- HOW TO GENERATE UNIFORM SAMPLES ON DISCRETE SETS USING THE SPLITTING METHOD (2010) (2)
- A batch acceptance complement method for generating random variables (1988) (2)
- Optimal coverage of convex regions (1986) (2)
- Efficient Simulation via Cross-Entropy (2004) (1)
- Error analysis for regenerative queueing estimators with special reference to gradient estimators via likelihood ratio (1992) (1)
- Annals of Operations Research (2005) (1)
- Wiley Series in Probability and Mathematical Statistics (2008) (1)
- Nonlinear Analysis and Optimization. Mathematical Programming Study 30 (1987) (1)
- Applications of CE to Machine Learning (2004) (1)
- Smoothed Splitting Method for Counting (2011) (1)
- Modern statistical methods in digital simulation (1986) (1)
- Inventory processes: Quasi regenerative property and sensitivity estimation (2002) (1)
- Introduction to Monte Carlo Methods (2013) (1)
- Linear Equations and Markov Chains (2008) (0)
- The minimum cross entropy method for rare event simulations (2005) (0)
- Stochastic Enumeration Method for Counting NP-Hard Problems (2011) (0)
- Generation of Bernoulli processes (1984) (0)
- Elements of Simulation.@@@Simulation and the Monte Carlo Method. (1986) (0)
- Minimum Cross‐Entropy Method (2013) (0)
- Solution of nonlinear programming with unknown distribution function (1982) (0)
- Preface (2005) (0)
- Quick Estimation of Rare Events in Stochastic (1997) (0)
- Continuous Optimization and Modifications (2004) (0)
- Stochastic Enumeration and Splitting Methods for Counting Self-Avoiding Walks (2010) (0)
- Noisy Optimization with CE (2004) (0)
- Splitting Method for Counting and Optimization (2013) (0)
- Applications of CE to COPs (2004) (0)
- Random Variate Generation (2008) (0)
- Appendix A: Additional Topics (2013) (0)
- About one of Tsetlin's problems of the collective behavior of stochastic automata (1976) (0)
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