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Energy-based models (EBMs) offer a flexible framework for parameterizing probability distributions using neural networks. However, learning EBMs by exact maximum likelihood estimation (MLE) is generally intractable, due to the need to…

机器学习 · 计算机科学 2025-08-20 Michael E. Sander , Vincent Roulet , Tianlin Liu , Mathieu Blondel

Finite mixtures of matrix normal distributions are a powerful tool for classifying three-way data in unsupervised problems. The distribution of each component is assumed to be a matrix variate normal density. The mixture model can be…

统计方法学 · 统计学 2013-03-07 Cinzia Viroli

The first motivation of this paper is to study stationarity and ergodic properties for a general class of time series models defined conditional on an exogenous covariates process. The dynamic of these models is given by an autoregressive…

统计理论 · 数学 2020-07-16 Paul Doukhan , Michael H. Neumann , Lionel Truquet

We consider bimodal planar switched linear systems and obtain dwell time bounds which guarantee their asymptotic stability. The dwell time bound obtained is a smooth function of the eigenvectors and eigenvalues of the subsystem matrices. An…

动力系统 · 数学 2021-09-10 Swapnil Tripathi , Nikita Agarwal

Linear mixed models (LMMs) are instrumental for regression analysis with structured dependence, such as grouped, clustered, or multilevel data. However, selection among the covariates--while accounting for this structured…

统计方法学 · 统计学 2022-04-20 Daniel R. Kowal

There are several known constructions of equilibrium states for H\"older continuous potentials in the context of both subshifts of finite type and uniformly hyperbolic systems. In this article we present another method of building such…

动力系统 · 数学 2024-03-08 David Parmenter , Mark Pollicott

We show that an optimality condition of M-stationarity type holds for minimizers of a class of mathematical programs with complementarity constraints (MPCCs) in Lebesgue spaces. We apply these results also to local minimizers of an inverse…

最优化与控制 · 数学 2021-10-25 Felix Harder , Gerd Wachsmuth

We study a novel large dimensional approximate factor model with regime changes in the loadings driven by a latent first order Markov process. By exploiting the equivalent linear representation of the model, we first recover the latent…

计量经济学 · 经济学 2024-12-04 Matteo Barigozzi , Daniele Massacci

We propose a modified version of the three-step estimation method for the latent class model with covariates, which may be used to estimate latent Markov models for longitudinal data. The three-step estimation approach we propose is based…

统计方法学 · 统计学 2014-02-06 Francesco Bartolucci , Giorgio E. Montanari , Silvia Pandolfi

Entity matching (EM), the task of identifying whether two descriptions refer to the same entity, is essential in data management. Traditional methods have evolved from rule-based to AI-driven approaches, yet current techniques using large…

数据库 · 计算机科学 2024-06-18 Silvery D. Fu , David Wang , Wen Zhang , Kathleen Ge

I relate bipartite graph matchings to stable matchings. I prove a necessary and sufficient condition for the existence of a saturating stable matching, where every agent on one side is matched, for all possible preferences. I extend my…

计算机科学与博弈论 · 计算机科学 2021-07-09 Muhammad Maaz

We consider backward stochastic differential equations (BSDEs) related to finite state, continuous time Markov chains. We show that appropriate solutions exist for arbitrary terminal conditions, and are unique up to sets of measure zero. We…

概率论 · 数学 2008-10-01 Samuel N. Cohen , Robert J. Elliott

A probabilistic approach to the stable matching problem has been identified as an important research area with several important open problems. When considering random matchings, ex-post stability is a fundamental stability concept. A…

计算机科学与博弈论 · 计算机科学 2026-02-23 Haris Aziz , Gergely Csáji , Péter Biró

This article deals with the stability analysis of a drilling system which is modelled as a coupled ordinary differential equation / string equation. The string is damped at the two boundaries but leading to a stable open-loop system. The…

最优化与控制 · 数学 2019-04-22 Matthieu Barreau , Alexandre Seuret , Frédéric Gouaisbaut

In this paper we present a stability criterion for finite measure-valued stochastic recursions, generalizing Loynes's Theorem to spaces of measures. This result provides conditions for the reach of a "total stationary state" for the queue…

概率论 · 数学 2010-09-08 Pascal Moyal

We propose a generalization of the classical stable marriage problem. In our model, the preferences on one side of the partition are given in terms of arbitrary binary relations, which need not be transitive nor acyclic. This generalization…

计算机科学与博弈论 · 计算机科学 2014-07-28 Linda Farczadi , Konstantinos Georgiou , Jochen Könemann

We construct a binary mixed-regime process with one deterministic textual regime and one random regime governed by an unobserved latent state. Even an ideal infinite-capacity sequence predictor that exactly recovers the text-only marginal…

计算与语言 · 计算机科学 2026-05-27 Francesco Corielli

Exponentially stable extended adaptive observer is proposed for a class of linear time-invariant systems with unknown parameters and overparameterization. It allows one to reconstruct unmeasured states and bounded external disturbance…

系统与控制 · 电气工程与系统科学 2023-01-19 Anton Glushchenko , Konstantin Lastochkin

We construct a basis for the many-particle ground states of the positive hopping Bose-Hubbard model on line graphs of finite 2-connected planar bipartite graphs at sufficiently low filling factors. The particles in these states are…

统计力学 · 物理学 2012-05-30 Johannes Motruk , Andreas Mielke

We consider the equilibrium equations for a linearized Cosserat material and provide two perspectives concerning well-posedness. First, the system can be viewed as the Hodge Laplace problem on a differential complex. On the other hand, we…

数值分析 · 数学 2024-10-22 Wietse Marijn Boon , Omar Duran , Jan Martin Nordbotten