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One stylized feature of financial volatility impacting the modeling process is long memory. This paper examines long memory for alternative risk measures, observed absolute and squared returns for Daily REITs and compares the findings for a…

统计金融 · 定量金融 2011-03-29 John Cotter , Simon Stevenson

We study the long-term memory in diverse stock market indices and foreign exchange rates using the Detrended Fluctuation Analysis(DFA). For all daily and high-frequency market data studied, no significant long-term memory property is…

物理与社会 · 物理学 2008-12-02 GabJin Oh , Cheol-Jun Um , Seunghwann Kim

The large deviations of an infinite moving average process with exponentially light tails are very similar to those of an i.i.d. sequence as long as the coefficients decay fast enough. If they do not, the large deviations change…

概率论 · 数学 2008-02-26 Souvik Ghosh , Gennady Samorodnitsky

Memory effects in time-series of experimental observables are ubiquitous, have important cosequences for the interpretation of kinetic data, and may even affect the function of biomolecular nanomachines such as enzymes. Here we propose a…

统计力学 · 物理学 2021-06-02 Alessio Lapolla , Aljaž Godec

We report short-term memory formation in a nonlinear dynamical system with many degrees of freedom. The system ``remembers'' a sequence of impulses for a transient period, but it coarsens and eventually ``forgets'' nearly all of them. The…

We consider a class of semi-linear differential Volterra equations with polynomial-type potentials that incorporates the effects of memory while being subjected to random perturbations via an additive Gaussian noise. Our main study is the…

概率论 · 数学 2026-03-24 Nathan E. Glatt-Holtz , Vincent R. Martinez , Hung D. Nguyen

The memory function formalism is an important tool to evaluate the frequency dependent electronic conductivity. It is previously used within some approximations in the case of electrons interacting with various other degrees of freedom in…

强关联电子 · 物理学 2016-04-25 Pankaj Bhalla , Nabyendu Das , Navinder Singh

We make an observation that facilitates exact likelihood-based inference for the parameters of the popular ARFIMA model without requiring stationarity by allowing the upper bound $\bar{d}$ for the memory parameter $d$ to exceed $0.5$:…

统计方法学 · 统计学 2025-01-10 Maryclare Griffin , Gennady Samorodnitsky , David S. Matteson

We introduce a new class of continuous-time models of the stochastic volatility of asset prices. The models can simultaneously incorporate roughness and slowly decaying autocorrelations, including proper long memory, which are two stylized…

统计金融 · 定量金融 2021-01-06 Mikkel Bennedsen , Asger Lunde , Mikko S. Pakkanen

Deficits in working memory, which includes both the ability to learn and to retain information short-term, are a hallmark of many cognitive disorders. Our study analyzes data from a neuroscience experiment on animal subjects, where…

应用统计 · 统计学 2025-12-23 Maria Laura Battagliola , Laura J. Benoit , Sarah Canetta , Shizhe Zhang , R. Todd Ogden

Dynamics of a system in general depends on its initial state and how the system is driven, but in many-body systems the memory is usually averaged out during evolution. Here, interacting quantum systems without external relaxations are…

量子气体 · 物理学 2017-09-27 Chen-Yen Lai , Chih-Chun Chien

This paper describes limiting behaviour of tail empirical process associated with long memory stochastic volatility models. We show that such process has dichotomous behaviour, according to an interplay between a Hurst parameter and a tail…

统计理论 · 数学 2010-11-23 Rafal Kulik , Philippe Soulier

Dynamic random access memory failures are a threat to the reliability of data centres as they lead to data loss and system crashes. Timely predictions of memory failures allow for taking preventive measures such as server migration and…

分布式、并行与集群计算 · 计算机科学 2022-12-21 Jasmin Bogatinovski , Qiao Yu , Jorge Cardoso , Odej Kao

Self-sustained, elevated neuronal activity persisting on time scales of ten seconds or longer is thought to be vital for aspects of working memory, including brain representations of real space. Continuous-attractor neural networks, one of…

神经元与认知 · 定量生物学 2020-08-19 Joseph L. Natale , H. George E. Hentschel , Ilya Nemenman

We introduce a recurrent neural network model of working memory combining short-term and long-term components. e short-term component is modelled using a gated reservoir model that is trained to hold a value from an input stream when a gate…

神经与进化计算 · 计算机科学 2020-03-27 Anthony Strock , Nicolas Rougier , Xavier Hinaut

It is argued that systems whose elements are renewed according to an extremal criterion can generally be expected to exhibit long-term memory. This is verified for the minimal extremally driven model, which is first defined and then solved…

统计力学 · 物理学 2009-10-31 D. A. Head

It has been proposed that neural noise in the cortex arises from chaotic dynamics in the balanced state: in this model of cortical dynamics, the excitatory and inhibitory inputs to each neuron approximately cancel, and activity is driven by…

无序系统与神经网络 · 物理学 2017-04-28 Nimrod Shaham , Yoram Burak

We extend recurrent neural networks to include several flexible timescales for each dimension of their output, which mechanically improves their abilities to account for processes with long memory or with highly disparate time scales. We…

统计金融 · 定量金融 2023-08-21 Damien Challet , Vincent Ragel

This paper investigates the second order properties of a stationary process after random sampling. While a short memory process gives always rise to a short memory one, we prove that long-memory can disappear when the sampling law has heavy…

统计理论 · 数学 2008-10-10 Anne Philippe , Marie-Claude Viano

It is widely accepted that there is strong persistence in the volatility of financial time series. The origin of the observed persistence, or long-range memory, is still an open problem as the observed phenomenon could be a spurious effect.…

统计金融 · 定量金融 2018-04-24 Vygintas Gontis , Aleksejus Kononovicius