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This paper introduces a novel methodology for the identification of switching dynamics for switched autoregressive linear models. Switching behavior is assumed to follow a Markov model. The system's outputs are contaminated by possibly…

信号处理 · 电气工程与系统科学 2019-03-28 Sarah Hojjatinia , Constantino M. Lagoa

We consider a bivariate diffusion process and we study the first passage time of one component through a boundary. We prove that its probability density is the unique solution of a new integral equation and we propose a numerical algorithm…

概率论 · 数学 2012-05-16 Elisa Benedetto , Laura Sacerdote , Cristina Zucca

The Jacobi prior offers an alternative Bayesian framework, designed to achieve superior computational efficiency without compromising predictive performance. Compared to widely used methods such as Lasso, Ridge, Elastic Net, uniLasso, the…

统计方法学 · 统计学 2026-03-03 Sourish Das , Shouvik Sardar

Firing across populations of neurons in many regions of the mammalian brain maintains a temporal memory, a neural timeline of the recent past. Behavioral results demonstrate that people can both remember the past and anticipate the future…

神经元与认知 · 定量生物学 2024-09-24 Marc W. Howard , Zahra G. Esfahani , Bao Le , Per B. Sederberg

Many systems across the sciences evolve through a combination of multiplicative growth and diffusive transport. In the presence of disorder, these systems tend to form localized structures which alternate between long periods of relative…

统计力学 · 物理学 2022-12-19 Matteo Smerlak

The spike trains are the main components of the information processing in the brain. To model spike trains several point processes have been investigated in the literature. And more macroscopic approaches have also been studied, using…

神经与进化计算 · 计算机科学 2015-06-09 Julien Chevallier , Maria J. Caceres , Marie Doumic , Patricia Reynaud-Bouret

We study the transition in conductance properties of chaotic mesoscopic cavities as time-reversal symmetry is broken. We consider the Brownian motion model for transmission eigenvalues for both types of transitions, viz., orthogonal-unitary…

统计力学 · 物理学 2011-05-24 Santosh Kumar , Akhilesh Pandey

We consider the problem of bounding mean first passage times for a class of continuous-time Markov chains that captures stochastic interactions between groups of identical agents. The quantitative analysis of such probabilistic population…

系统与控制 · 电气工程与系统科学 2020-04-07 Michael Backenköhler , Luca Bortolussi , Verena Wolf

Motivated by the interplay between structural and reduced form credit models, we propose to model the firm value process as a time-changed Brownian motion that may include jumps and stochastic volatility effects, and to study the first…

证券定价 · 定量金融 2009-04-16 T. R. Hurd

Using the crystallization transition in a Lennard-Jones fluid as example, we show that mean first-passage time based methods may underestimate the reaction rates. We trace the reason of this deficiency back to the non-Markovian character of…

软凝聚态物质 · 物理学 2017-10-06 S. Jungblut , C. Dellago

The estimation of absorption time distributions of Markov jump processes is an important task in various branches of statistics and applied probability. While the time-homogeneous case is classic, the time-inhomogeneous case has recently…

统计理论 · 数学 2022-07-26 Jamaal Ahmad , Martin Bladt , Mogens Bladt

The presence of temporal correlations in random movement trajectories is a widespread phenomenon across biological, chemical and physical systems. The ubiquity of persistent and anti-persistent motion in many natural and synthetic systems…

统计力学 · 物理学 2024-07-03 Daniel Marris , Luca Giuggioli

Switching dynamical systems provide a powerful, interpretable modeling framework for inference in time-series data in, e.g., the natural sciences or engineering applications. Since many areas, such as biology or discrete-event systems, are…

机器学习 · 计算机科学 2021-09-30 Lukas Köhs , Bastian Alt , Heinz Koeppl

The research work outlined in the present note highlights the essential role played by the simulation procedures implemented by us on CINECA supercomputers to complement the mathematical investigations carried within our group over the past…

统计理论 · 数学 2007-06-13 Elvira Di Nardo , Amelia G. Nobile , Enrica Pirozzi , Luigi M. Ricciardi

Motivated by L\'{e}vy's characterization of Brownian motion on the line, we propose an analogue of Brownian motion that has as its state space an arbitrary closed subset of the line that is unbounded above and below: such a process will be…

概率论 · 数学 2009-09-29 Shankar Bhamidi , Steven N. Evans , Ron Peled , Peter Ralph

The Inverse First Passage time problem seeks to determine the boundary corresponding to a given stochastic process and a fixed first passage time distribution. Here, we determine the numerical solution of this problem in the case of a two…

概率论 · 数学 2019-06-17 Alessia Civallero , Cristina Zucca

In this paper we introduce an iterative Jacobi algorithm for solving distributed model predictive control (DMPC) problems, with linear coupled dynamics and convex coupled constraints. The algorithm guarantees stability and persistent…

最优化与控制 · 数学 2008-09-23 Dang Doan , Tamas Keviczky , Ion Necoara , Moritz Diehl

We study a one-dimensional Markov modulated random walk with jumps. It is assumed that amplitudes of jumps as well as a chosen velocity regime are random and depend on a time spent by the process at a previous state of the underlying Markov…

概率论 · 数学 2013-03-13 Nikita Ratanov

We study random walk on complex networks with transition probabilities which depend on the current and previously visited nodes. By using an absorbing Markov chain we derive an exact expression for the mean first passage time between pairs…

物理与社会 · 物理学 2024-11-14 Lasko Basnarkov , Miroslav Mirchev , Ljupco Kocarev

Interpreting partial information collected from systems subject to noise is a key problem across scientific disciplines. Theoretical frameworks often focus on the dynamics of variables that result from coarse-graining the internal states of…

统计力学 · 物理学 2022-08-18 Pedro E. Harunari , Annwesha Dutta , Matteo Polettini , Édgar Roldán