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We consider four main goals when fitting spatial linear models: 1) estimating covariance parameters, 2) estimating fixed effects, 3) kriging (making point predictions), and 4) block-kriging (predicting the average value over a region). Each…

统计方法学 · 统计学 2023-05-16 Jay M. Ver Hoef , Michael Dumelle , Matt Higham , Erin E. Peterson , Daniel J. Isaak

A new modeling framework for bipartite social networks arising from a sequence of partially time-ordered relational events is proposed. We directly model the joint distribution of the binary variables indicating if each single actor is…

统计方法学 · 统计学 2018-10-23 Francesco Bartolucci , Antonietta Mira , Stefano Peluso

The goal of this paper is to integrate the notions of stochastic conditional independence and variation conditional independence under a more general notion of extended conditional independence. We show that under appropriate assumptions…

统计理论 · 数学 2020-04-28 Panayiota Constantinou , A. Philip Dawid

The impact of an extreme climate event depends strongly on its geographical scale. Max-stable processes can be used for the statistical investigation of climate extremes and their spatial dependencies on a continuous area. Most existing…

统计方法学 · 统计学 2023-06-14 Justus Contzen , Thorsten Dickhaus , Gerrit Lohmann

Indexes are useful for summarizing multivariate information into single metrics for monitoring, communicating, and decision-making. While most work has focused on defining new indexes for specific purposes, more attention needs to be…

统计计算 · 统计学 2026-02-24 H. Sherry Zhang , Dianne Cook , Ursula Laa , Nicolas Langrené , Patricia Menéndez

Parameter inference is a fundamental problem in data-driven modeling. Given observed data that is believed to be a realization of some parameterized model, the aim is to find parameter values that are able to explain the observed data. In…

数据结构与算法 · 计算机科学 2016-04-20 Carlo Albert , Simone Ulzega , Ruedi Stoop

We study a well-known estimator of the fractal index of a stochastic process. Our framework is very general and encompasses many models of interest; we show how to extend the theory of the estimator to a large class of non-Gaussian…

统计理论 · 数学 2020-09-02 Mikkel Bennedsen

The increasing availability of experimental data has intensified interest in calibrating stochastic models, raising fundamental questions about parameter identifiability. Structural identifiability determines whether parameters can be…

统计方法学 · 统计学 2026-05-14 Arianna Ceccarelli , Alexander P. Browning , Ruth E. Baker

Technology development produces terabytes of data generated by hu- man activity in space and time. This enormous amount of data often called big data becomes crucial for delivering new insights to decision makers. It contains behavioral…

社会与信息网络 · 计算机科学 2015-06-12 Zolzaya Dashdorj , Stanislav Sobolevsky

We use a semiclassical approximation to derive the partition function for an arbitrary potential in one-dimensional Quantum Statistical Mechanics, which we view as an example of finite temperature scalar Field Theory at a point. We rely on…

量子物理 · 物理学 2009-10-31 C. A. A. de Carvalho , R. M. Cavalcanti

Environmental and climate processes are often distributed over large space-time domains. Their complexity and the amount of available data make modelling and analysis a challenging task. Statistical modelling of environment and climate data…

统计方法学 · 统计学 2019-10-02 Behnaz Pirzamanbein

Causal inference methods (instrumental variables, difference-in-differences, regression discontinuity, etc.) are primary tools used across many social science milieus. One area where their application has lagged however, is in the study of…

计量经济学 · 经济学 2026-04-22 Samuele Centorrino , Christopher F. Parmeter

Phase separation dynamics with an initially non-uniform concentration are studied. Critical and off-critical behavior is observed simultaneously. A mechanism for an expanding phase separated region is demonstrated and the time dependence of…

凝聚态物理 · 物理学 2009-10-22 A. M. Lacasta , J. M. Sancho , Chuck Yeung

Introduction The tau statistic is a recent second-order correlation function that can assess the magnitude and range of global spatiotemporal clustering from epidemiological data containing geolocations of individual cases and, usually,…

Geographic borders are not only essential for the effective functioning of government, the distribution of administrative responsibilities and the allocation of public resources, they also influence the interregional flow of information,…

物理与社会 · 物理学 2011-03-30 C. Thiemann , F. Theis , D. Grady , R. Brune , D. Brockmann

Given a set of several inputs into a system (e.g., independent variables characterizing stimuli) and a set of several stochastically non-independent outputs (e.g., random variables describing different aspects of responses), how can one…

人工智能 · 计算机科学 2011-08-30 Ehtibar N. Dzhafarov , Janne V. Kujala

Multivariate geostatistics is based on modelling all covariances between all possible combinations of two or more variables at any sets of locations in a continuously indexed domain. Multivariate spatial covariance models need to be built…

统计方法学 · 统计学 2016-10-10 Noel Cressie , Andrew Zammit-Mangion

Territorial subdivisions and geographic borders are essential for understanding phenomena in sociology, political science, history, and economics. They influence the interregional flow of information and cross-border trade and affect the…

物理与社会 · 物理学 2015-03-19 Daniel Grady , Rafael Brune , Christian Thiemann , Fabian Theis , Dirk Brockmann

We study the problem of modeling and inference for spatio-temporal count processes. Our approach uses parsimonious parameterisations of multivariate autoregressive count time series models, including possible regression on covariates. We…

统计方法学 · 统计学 2024-11-14 Steffen Maletz , Konstantinos Fokianos , Roland Fried

In this paper, we have initiated an attempt to develop and understand the driving mechanisms that underlie fourth-generation warfare. We have undertaken this from a perspective of endeavoring to understand the drivers of these events from a…

物理与社会 · 物理学 2018-07-26 Maurice Passman , Philip V. Fellman