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When applied to a stochastic process of interest, a restart protocol alters the overall statistical distribution of the process' completion time; thus, the completion-time's mean and randomness change. The explicit effect of restart on the…

统计力学 · 物理学 2023-02-08 Iddo Eliazar , Shlomi Reuveni

Many tasks are accomplished via random processes. The completion time of such a task can be profoundly affected by restart: the occasional resetting of the task's underlying random process. Consequently, determining when restart will impede…

统计力学 · 物理学 2021-05-26 Iddo Eliazar , Shlomi Reuveni

Restart is a general framework, of prime importance and wide applicability, for expediting first-passage times and completion times of general stochastic processes. Restart protocols can use either deterministic or stochastic timers.…

统计力学 · 物理学 2020-10-27 Iddo Eliazar , Shlomi Reuveni

As has long been known to computer scientists, the performance of probabilistic algorithms characterized by relatively large runtime fluctuations can be improved by applying a restart, i.e., episodic interruption of a randomized…

统计力学 · 物理学 2023-06-21 Dmitry Starkov , Sergey Belan

Restarting a deterministic process always impedes its completion. However, it is known that restarting a random process can also lead to an opposite outcome -- expediting completion. Hence, the effect of restart is contingent on the…

统计力学 · 物理学 2021-09-01 Iddo Eliazar , Shlomi Reuveni

Recently noticed ability of restart to reduce the expected completion time of first-passage processes allows appealing opportunities for performance improvement in a variety of settings. However, complex stochastic processes often exhibit…

统计力学 · 物理学 2018-02-27 Sergey Belan

We study the effect of restart, and retry, on the mean completion time of a generic process. The need to do so arises in various branches of the sciences and we show that it can naturally be addressed by taking advantage of the classical…

统计力学 · 物理学 2020-10-30 Tal Rotbart , Shlomi Reuveni , Michael Urbakh

The mean completion time of a stochastic process may be rendered finite and minimised by a judiciously chosen restart protocol, which may either be stochastic or deterministic. Here we study analytically an arbitrary stochastic search…

定量方法 · 定量生物学 2016-09-14 Kabir Husain , Sandeep Krishna

Stochastic restart may drastically reduce the expected run time of a computer algorithm, expedite the completion of a complex search process, or increase the turnover rate of an enzymatic reaction. These diverse first-passage-time (FPT)…

统计力学 · 物理学 2020-10-30 Shlomi Reuveni

Poisson restart assumes that a stochastic process is interrupted and starts again at random time moments. A number of studies have demonstrated that this strategy may minimize the expected completion time in some classes of random search…

统计力学 · 物理学 2024-05-15 Sergey Belan

Restart -- interrupting a stochastic process followed by a new start -- is known to improve the mean time to its completion, and the general conditions under which such an improvement is achieved are now well understood. Here, we explore…

统计力学 · 物理学 2020-03-11 Sergey Belan

Many tasks are subject to failure before completion. Two of the most common failure recovery strategies are restart and checkpointing. Under restart, once a failure occurs, it is restarted from the beginning. Under checkpointing, the task…

概率论 · 数学 2018-05-15 Antonio Sodre

Optimization of a random processes by restart is a subject of active theoretical research in statistical physics and has long found practical application in computer science. Meanwhile, one of the key issues remains largely unsolved: when…

统计力学 · 物理学 2024-04-23 Ilia Nikitin , Sergey Belan

Loosely speaking, the Shannon entropy rate is used to gauge a stochastic process' intrinsic randomness; the statistical complexity gives the cost of predicting the process. We calculate, for the first time, the entropy rate and statistical…

统计力学 · 物理学 2017-09-13 S. E. Marzen , J. P. Crutchfield

Stochastic processes under resetting at random times have attracted a lot of attention in recent years and served as illustrations of nontrivial and interesting static and dynamic features of stochastic dynamics. In this paper, we aim to…

统计力学 · 物理学 2025-06-18 Yating Wang , Hanshuang Chen

First passage under restart with branching is proposed as a generalization of first passage under restart. Strong motivation to study this generalization comes from the observation that restart with branching can expedite the completion of…

统计力学 · 物理学 2019-01-23 Arnab Pal , Iddo Eliazar , Shlomi Reuveni

The escape of the randomly accelerated undamped particle from the finite interval under action of stochastic resetting is studied. The motion of such a particle is described by the full Langevin equation and the particle is characterized by…

统计力学 · 物理学 2021-08-31 Karol Capała , Bartłomiej Dybiec

Stochastic restarting is a strategy of starting anew. Incorporation of the resetting to the random walks can result in the decrease of the mean first passage time, due to the ability to limit unfavorably meandering, sub-optimal…

统计力学 · 物理学 2023-11-08 Karol Capała , Bartłomiej Dybiec

Motivated by applications in telecommunications, computer scienceand physics, we consider a discrete-time Markov process withrestart. At each step the process eitherwith a positive probability restarts from a given distribution, orwith the…

性能 · 计算机科学 2017-03-13 Konstantin Avrachenkov , Alexey Piunovskiy , Yi Zhang

Resetting a stochastic process has been shown to expedite the completion time of some complex tasks, such as finding a target for the first time. Here we consider the cost of resetting by associating to each reset a cost, which is a…

统计力学 · 物理学 2024-02-13 John C. Sunil , Richard A. Blythe , Martin R. Evans , Satya N. Majumdar
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