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Learning dynamical systems through operator-theoretic representations provides a powerful framework for analyzing complex dynamics, as spectral quantities such as eigenvalues and invariant structures encode characteristic time scales and…

Machine Learning · Statistics 2026-05-19 Thibaut Germain , Sami Chemlal , Rémi Flamary , Vladimir R. Kostic , Karim Lounici

Koopman operator theory shows how nonlinear dynamical systems can be represented as an infinite-dimensional, linear operator acting on a Hilbert space of observables of the system. However, determining the relevant modes and eigenvalues of…

Machine Learning · Computer Science 2022-04-06 Daniel J. Alford-Lago , Christopher W. Curtis , Alexander T. Ihler , Opal Issan

We prove six theorems concerning exponentially accurate semiclassical quantum mechanics. Two of these theorems are known results, but have new proofs. Under appropriate hypotheses, they conclude that the exact and approximate dynamics of an…

Mathematical Physics · Physics 2009-10-31 George A. Hagedorn , Alain Joye

We prove a probabilistic level-spacing estimate at the bottom of the spectrum for continuum alloy-type random Schr\"odinger operators, assuming sign-definiteness of a single-site bump function and absolutely continuous randomness. More…

Mathematical Physics · Physics 2024-01-12 Adrian Dietlein , Alexander Elgart

In this paper we prove sharp resolvent estimates for the magnetic Schr\"odinger operator in $\mathbb{R}^d$, $d\ge 3$, with $L^\infty$ short-range electric and magnetic potentials. We also show that these resolvent estimates still hold for…

Analysis of PDEs · Mathematics 2025-06-10 Andrés Larraín-Hubach , Jacob Shapiro , Georgi Vodev

Acquiring abilities in the absence of a task-oriented reward function is at the frontier of reinforcement learning research. This problem has been studied through the lens of empowerment, which draws a connection between option discovery…

Machine Learning · Computer Science 2020-08-04 Víctor Campos , Alexander Trott , Caiming Xiong , Richard Socher , Xavier Giro-i-Nieto , Jordi Torres

We consider a magnetic Schr\"odinger operator in two dimensions. The magnetic field is given as the sum of a large and constant magnetic field and a random magnetic field. Moreover, we allow for an additional deterministic potential as well…

Mathematical Physics · Physics 2015-05-27 Laszlo Erdos , David Hasler

The Semantic Web effort has steadily been gaining traction in the recent years. In particular,Web search companies are recently realizing that their products need to evolve towards having richer semantic search capabilities. Description…

Artificial Intelligence · Computer Science 2012-10-19 Thomas Lukasiewicz , Maria Vanina Martinez , Giorgio Orsi , Gerardo I. Simari

We establish Anderson localization for 1-d discrete Schr\"odinger operators with positive weights. The distinctive feature of this work lies in the degeneracy of the weights, with both the potentials and weights assumed to be analytic and…

Mathematical Physics · Physics 2026-02-20 Yingdu Dong , Haoxuan Liu , Zuhong You , Xiaoping Yuan

Inferring an appropriate DTD or XML Schema Definition (XSD) for a given collection of XML documents essentially reduces to learning deterministic regular expressions from sets of positive example words. Unfortunately, there is no algorithm…

Databases · Computer Science 2010-04-15 Geert Jan Bex , Wouter Gelade , Frank Neven , Stijn Vansummeren

We consider discrete one-dimensional Schr\"odinger operators whose potentials are generated by sampling along the orbits of a general hyperbolic transformation. Specifically, we show that if the sampling function is a non-constant H\"older…

Spectral Theory · Mathematics 2020-11-23 Artur Avila , David Damanik , Zhenghe Zhang

The main goal of this paper is to study the nature of the support of the solution of suitable nonlinear Schr\"{o}dinger equations mainly the compactness of the support and its spatial localization. This question is very related with pure…

Analysis of PDEs · Mathematics 2015-03-17 Pascal Bégout , Jesús Ildefonso Díaz

We study dynamical properties of random Schr\"odinger operators $H^{(\omega)}$ defined on the Hilbert space $\ell^2(\bbZ^d)$ or $L^2(\bbR^d)$. Building on results from existing multi-scale analyses, we give sufficient conditions on…

Mathematical Physics · Physics 2016-09-07 Jean-Marie Barbaroux , Werner Fischer , Peter Müller

We study the spectral properties of ergodic Schr\"{o}dinger operators that are associated to a certain family of non-primitive substitutions on a binary alphabet. The corresponding subshifts provide examples of dynamical systems that go…

Mathematical Physics · Physics 2021-05-12 Benjamin Eichinger , Philipp Gohlke

The statistical properties of overlap sums of groups of four eigenfunctions of the Anderson model for localization as well as combinations of four eigenenergies are computed. Some of the distributions are found to be scaling functions, as…

Disordered Systems and Neural Networks · Physics 2014-09-16 Erez Michaely , Shmuel Fishman

We study spectra of Schr\"odinger operators on $\RR^d$. First we consider a pair of operators which differ by a compactly supported potential, as well as the corresponding semigroups. We prove almost exponential decay of the singular values…

Mathematical Physics · Physics 2016-01-07 Dirk Hundertmark , Rowan Killip , Shu Nakamura , Peter Stollmann , Ivan Veselic'

We consider a single band approximation to the random Schroedinger operator in an external magnetic field. The spectrum of such an operator has been characterized in the case where delta impurities are located on the sites of a lattice. In…

Mathematical Physics · Physics 2015-06-26 J. V. Pulé , M. Scrowston

We study nonparametric estimation of the distribution function (DF) of a continuous random variable based on a ranked set sampling design using the exponentially tilted (ET) empirical likelihood method. We propose ET estimators of the DF…

Computation · Statistics 2015-06-23 Saeid Amiri , Mohammad Jafari Jozani , Reza Modarres

It is conjectured that the eigenvalues of random Schrodinger operators at the localization transition in dimensions d>=2 behave like the eigenvalues of the Gaussian Orthogonal Ensemble (GOE). We show that there are sequences of n by m boxes…

Probability · Mathematics 2015-09-25 Benedek Valko , Balint Virag

We study the threshold behaviour of two dimensional Schr{\" o}dinger operators with finitely many local point interactions. We show that the resolvent can either be continuously extended up to the threshold, in which case we say that the…

Spectral Theory · Mathematics 2018-11-12 Horia D. Cornean , Alessandro Michelangeli , Kenji Yajima
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