12 results on '"Konstantin Avrachenkov"'
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2. Algorithms for uniform optimal strategies in two-player zero-sum stochastic games with perfect information
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Lorenzo Maggi, Laura Cottatellucci, and Konstantin Avrachenkov
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Computer Science::Computer Science and Game Theory ,Mathematical optimization ,021103 operations research ,Applied Mathematics ,Computation ,05 social sciences ,0211 other engineering and technologies ,Perfect information ,02 engineering and technology ,Management Science and Operations Research ,Industrial and Manufacturing Engineering ,Zero (linguistics) ,Range (mathematics) ,0502 economics and business ,Convergence (routing) ,050206 economic theory ,Transient (computer programming) ,Finite time ,Algorithm ,Software ,Mathematics - Abstract
We deal with zero-sum two-player stochastic games with perfect information. We propose two algorithms to find the uniform optimal strategies and one method to compute the optimality range of discount factors. We prove the convergence in finite time for one algorithm. The uniform optimal strategies are also optimal for the long run average criterion and, in transient games, for the undiscounted criterion as well.
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- 2012
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3. Quasi-stationary distributions as centrality measures for the giant strongly connected component of a reducible graph
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Danil Nemirovsky, Konstantin Avrachenkov, and Vivek S. Borkar
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PageRank ,Random graph ,Discrete mathematics ,Centrality measure ,Directed graph ,Applied Mathematics ,Quasi-stationary distribution ,Random walk closeness centrality ,Giant component ,Combinatorics ,Computational Mathematics ,Web graph ,Katz centrality ,Null graph ,Centrality ,Random geometric graph ,Mathematics - Abstract
A random walk can be used as a centrality measure of a directed graph. However, if the graph is reducible the random walk will be absorbed in some subset of nodes and will never visit the rest of the graph. In Google PageRank the problem was solved by the introduction of uniform random jumps with some probability. Up to the present, there is no final answer to the question about the choice of this probability. We propose to use a parameter-free centrality measure which is based on the notion of a quasi-stationary distribution. Specifically, we suggest four quasi-stationary based centrality measures, analyze them and conclude that they produce approximately the same ranking.
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- 2010
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4. Multivariate polynomial perturbations of algebraic equations
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Konstantin Avrachenkov, Jerzy A. Filar, Vladimir Ejov, Avrachenkov, Konstantin, Ejov, Vladimir, and Filar, Jerzy Andrzej
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Power series ,Multivariate statistics ,Stationary distribution ,Applied Mathematics ,Mathematical analysis ,Multivariate perturbation ,Perturbation (astronomy) ,Newton polygon ,Random walk ,Weighted PageRank ,multivariate perturbation ,newton polygon ,Algebraic equations ,law.invention ,Algebraic equation ,PageRank ,law ,Applied mathematics ,algebraic equations ,weighted pagerank ,Analysis ,Mathematics - Abstract
In this note we study multivariate perturbations of algebraic equations. In general, it is not possible to represent the perturbed solution as a Puiseux-type power series in a connected neighborhood. For the case of two perturbation parameters we provide a sufficient condition that guarantees such a representation. Then, we extend this result to the case of more than two perturbation parameters. We motivate our study by the perturbation analysis of a weighted random walk on the Web Graph. In an instance of the latter the stationary distribution of the weighted random walk, the so-called Weighted PageRank, may depend on two (or more) perturbation parameters in a manner that illustrates our theoretical development.
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- 2010
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5. On tandem blocking queues with a common retrial queue
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Uri Yechiali and Konstantin Avrachenkov
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Mean sojourn time ,Mathematical optimization ,Optimization problem ,General Computer Science ,Queue management system ,Retrial queue ,Management Science and Operations Research ,Fork–join queue ,Blocking (computing) ,Modeling and Simulation ,Mean value analysis ,Queue ,Simulation ,Mathematics - Abstract
We consider systems of tandem blocking queues having a common retrial queue. The model represents dynamics of short TCP transfers in the Internet. Analytical results are available only for a specific example with two queues in tandem. We propose approximation procedures involving simple analytic expressions, based on mean value analysis (MVA) and on fixed point approach (FPA). The mean sojourn time of a job in the system and the mean number of visits to the orbit queue are estimated by the MVA which needs as an input the fractions of blocked jobs in the primary queues. The fractions of blocked jobs are estimated by FPA. Using a benchmark example of the system with two primary queues, we conclude that the approximation works well in the light traffic regime. We note that our approach becomes exact if the blocking probabilities are fixed. Finally, we consider two optimization problems regarding minimizing mean total sojourn time of a job in the system: (i) finding the best order of queues and (ii) allocating a given capacity among the primary queues.
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- 2010
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6. Convergence of trajectories and optimal buffer sizing for AIMD congestion control
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Urtzi Ayesta, Alexei B. Piunovskiy, and Konstantin Avrachenkov
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Router ,Multicriteria optimization ,Mathematical optimization ,Optimization problem ,Computer Networks and Communications ,Transmission Control Protocol ,Computer science ,Goodput ,AIMD congestion control ,TCP congestion-avoidance algorithm ,Bottleneck ,Network congestion ,Multi-socket TCP ,Traffic congestion ,Hardware and Architecture ,Modeling and Simulation ,Computer Science::Networking and Internet Architecture ,Additive increase/multiplicative decrease ,IP router buffer sizing ,Queue ,Software ,Hybrid model - Abstract
We study the interaction between the AIMD (Additive Increase Multiplicative Decrease) multi-socket congestion control and a bottleneck router with Drop Tail buffer. We consider the problem in the framework of deterministic hybrid models. First, we show that trajectories always converge to limiting cycles. We characterize the cycles. Necessary and sufficient conditions for the absence of multiple jumps in the same cycle are obtained. Then, we propose an analytical framework for the optimal choice of the router buffer size. We formulate this problem as a multi-criteria optimization problem, in which the Lagrange function corresponds to a linear combination of the average goodput and the average delay in the queue. Our analytical results are confirmed by simulations performed with MATLAB Simulink.
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- 2010
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7. Fair resource allocation in wireless networks in the presence of a jammer
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Andrey Garnaev, Eitan Altman, and Konstantin Avrachenkov
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Mathematical optimization ,Computer Networks and Communications ,business.industry ,Wireless network ,Computer science ,Jamming ,Function (mathematics) ,Channel capacity ,Base station ,Zero-sum game ,Hardware and Architecture ,Modeling and Simulation ,Resource allocation ,business ,Game theory ,Software ,Computer network ,Communication channel ,Power control - Abstract
We consider jamming in wireless networks in the framework of zero-sum games with α-utility functions. The base station has to distribute the power fairly among the users in the presence of a jammer. The jammer in turn tries to distribute its power among the channels to produce as much harm as possible. The Shannon capacity and SNIR optimization are particular cases of the proposed more general α-fairness SNIR based utility functions. Specifically, we consider two α-fairness utility functions, based on SNIR and Shifted SNIR. This game can also be viewed as a minimax problem against the nature. We show that the game has the unique equilibrium and investigate its properties. In particular, in several important cases we present the equilibrium strategies and the Jain's fairness index in closed form. It turns out that there is an important difference between SNIR and Shifted SNIR α-fairness utility functions. In the case of the SNIR based utility function all users obtain nonzero powers when α > 0. On contrary, when the Shifted SNIR based utility function is used, some users with bad channel conditions might not receive any power at all. We have also detected a surprising non-monotone behaviour of the Jain's fairness index in the case of the SNIR based utility function.
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- 2010
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8. Convergence of trajectories and optimal buffer sizing for MIMD congestion control
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Yi Zhang, Alexei Piunovskiy, Urtzi Ayesta, and Konstantin Avrachenkov
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Optimization ,Computer Networks and Communications ,Computer Science::Networking and Internet Architecture ,Deterministic hybrid model ,Pareto set ,Stability - Abstract
We study the interaction between the MIMD (Multiplicative Increase Multiplicative Decrease) congestion control and a bottleneck router with Drop Tail buffer. We consider the problem in the framework of deterministic hybrid models. We study conditions under which the system trajectories converge to limiting cycles with a single jump. Following that, we consider the problem of the optimal buffer sizing in the framework of multi-criteria optimization in which the Lagrange function corresponds to a linear combination of the average throughput and the average delay in the queue. As case studies, we consider the Slow Start phase of TCP New Reno and Scalable TCP for high speed networks. © 2009 Elsevier B.V. All rights reserved.
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- 2010
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9. Performance analysis of AIMD mechanisms over a multi-state Markovian path
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Konstantin Avrachenkov, Eitan Altman, Parijat Dube, and Chadi Barakat
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Flow control (data) ,Markov chain ,Computer Networks and Communications ,Computer science ,Transmission Control Protocol ,ComputerSystemsOrganization_COMPUTER-COMMUNICATIONNETWORKS ,Markov process ,symbols.namesake ,Packet switching ,Traffic congestion ,Control theory ,Burstiness ,Computer Science::Networking and Internet Architecture ,Additive increase/multiplicative decrease ,symbols ,Simulation - Abstract
We analyze the performance of an Additive Increase Multiplicative Decrease (AIMD)-like flow control mechanism. The transmission rate is considered to increase linearly in time until the receipt of a congestion notification, when the transmission rate is multiplicatively decreased. AIMD captures the steady state behavior of TCP in the absence of timeouts and in the absence of maximum window size limitation. We introduce a general fluid model based on a multi-state Markov chain for the moments at which the congestion is detected. With this model, we are able to account for correlation and burstiness in congestion moments. Furthermore, we specify several simple versions of our general model and then we identify their parameters from real TCP traces.
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- 2005
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10. The first Laurent series coefficients for singularly perturbed stochastic matrices
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Konstantin Avrachenkov and Moshe Haviv
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Numerical Analysis ,Singular perturbation ,Algebra and Number Theory ,Markov chains ,Markov chain ,Laurent series ,Mathematical analysis ,Stochastic matrix ,Singular perturbations ,Dynamical system ,Mean first passage times ,Method of matched asymptotic expansions ,Matrix (mathematics) ,Deviation matrix ,Discrete Mathematics and Combinatorics ,Geometry and Topology ,Series expansion ,Aggregation/disaggregation ,Mathematics - Abstract
There are a few procedures for computing the Laurent series expansions for the mean passage time matrix and for the deviation matrix of a singularly perturbed Markov chain. We suggest here a method for computing the first terms in these expansions in a way which highlights the system dynamics in various time scales.
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- 2004
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11. An asymptotic simplex method for singularly perturbed linear programs
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Jerzy A. Filar, Konstantin Avrachenkov, and Eitan Altman
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Singular perturbation ,Simplex algorithm ,Applied Mathematics ,Laurent series ,Mathematical analysis ,Perturbation (astronomy) ,Rational function ,Linear independence ,Management Science and Operations Research ,Method of matched asymptotic expansions ,Industrial and Manufacturing Engineering ,Software ,Mathematics - Abstract
We study singularly perturbed linear programs. These are linear programs whose constraints and objective coefficients depend on a small perturbation parameter, and furthermore the constraints become linearly dependent when the perturbation parameter goes to zero. Problems like that were studied by Jeroslow in 1970s. He proposed simplex-like method, which works over the field of rational functions. Here we develop an alternative asymptotic simplex method based on Laurent series expansions. This approach appears to be more computationally efficient. In addition, we point out several possible generalizations of our method and provide simple updating formulae for the perturbed solution.
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- 2002
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12. Discussion on: 'A Gradient-based Repetitive Control Algorithm Combining ILC and Pole Placement'
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Konstantin Avrachenkov
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Gradient based algorithm ,Computer science ,Control theory ,Full state feedback ,General Engineering ,Repetitive control ,Algorithm - Published
- 2006
- Full Text
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