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Parallel and Distributed Computation: Numerical Methods

- D. Bertsekas, J. Tsitsiklis
- Computer Science
- 1989

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Introduction to linear optimization

- D. Bertsimas, J. Tsitsiklis
- Biology, Medicine
- 1997

p. 27, l. −11, replace “Schwartz” by “Schwarz” p. 69, l. −13: “ai∗x = bi” should be “ai∗x = bi∗” p. 126, l. 16, replace “inequality constraints” by “linear inequality constraints” p. 153, l. −8,… Expand

Parallel and distributed computation

- D. Bertsekas, J. Tsitsiklis
- Computer Science
- 1989

This book focuses on numerical algorithms suited for parallelization for solving systems of equations and optimization problems. Emphasis on relaxation methods of the Jacobi and Gauss-Seidel type,… Expand

Actor-Critic Algorithms

- V. Konda, J. Tsitsiklis
- Computer ScienceNIPS
- 1999

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The Complexity of Markov Decision Processes

- C. Papadimitriou, J. Tsitsiklis
- Computer ScienceMath. Oper. Res.
- 1 August 1987

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Analysis of Temporal-Diffference Learning with Function Approximation

- J. Tsitsiklis, Benjamin Van Roy
- Mathematics, Computer ScienceNIPS
- 3 December 1996

We present new results about the temporal-difference learning algorithm, as applied to approximating the cost-to-go function of a Markov chain using linear function approximators. The algorithm we… Expand

An Analysis of Stochastic Shortest Path Problems

- D. Bertsekas, J. Tsitsiklis
- MathematicsMath. Oper. Res.
- 1 August 1991

We consider a stochastic version of the classical shortest path problem whereby for each node of a graph, we must choose a probability distribution over the set of successor nodes so as to reach a… Expand

Convergence in Multiagent Coordination, Consensus, and Flocking

- V. Blondel, J. Hendrickx, Alexander Olshevsky, J. Tsitsiklis
- MathematicsProceedings of the 44th IEEE Conference on…
- 12 December 2005

We discuss an old distributed algorithm for reaching consensus that has received a fair amount of recent attention. In this algorithm, a number of agents exchange their values asynchronously and form… Expand

Efficient algorithms for globally optimal trajectories

- J. Tsitsiklis
- Computer ScienceProceedings of 33rd IEEE Conference on Decision…
- 14 December 1994

Presents serial and parallel algorithms for solving a system of equations that arises from the discretization of the Hamilton-Jacobi equation associated to a trajectory optimization problem of the… Expand

Distributed Asynchronous Deterministic and Stochastic Gradient Optimization Algorithms

- J. Tsitsiklis, D. Bertsekas, M. Athans
- Computer ScienceAmerican Control Conference
- 6 June 1984

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