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1.
The main purpose of this paper is to indicate formal theorems and conditions for the extensions of Rice's Formula for intensities of crossings of a fixed level u by a stationary process X(t) in order to provide the conditional (Palm) distribution of an associated process Y(t) at the level crossing instants. Sections 1 and 2 provide brief background material on Rice's Formula and Palm distributions, while relevant historical comments and basic results are given in Section 3. These are stated with some indications of proof in Section 4 and calculation of the Palm distributions shown in Section 5. Two cases of importance in applications are considered: (a) where (roughly) X(t) , Y(t) and the derivative X'(t) have a joint density and (b) where Y(t) = X'(t) . The resulting Palm distributions are each absolutely continuous with readily calculable densities. These are evaluated for Gaussian processes in Section 6 and applications to motivating 2 structural safety questions indicated in Section 7. 相似文献
2.
Athanasios C. Micheas 《Revue internationale de statistique》2019,87(2):306-325
We review a rich class of point process models, Cox point processes, and illustrate the necessity of more than one observation (point patterns) in performing parameter estimation. Furthermore, we introduce a new Cox point process model by treating the intensity function of the underlying Poisson point process as a random mixture of normal components. The behaviour and performance of the new model are compared with those of popular Cox point process models. The new model is exemplified with an application that involves a single point pattern corresponding to earthquake events in California, USA. 相似文献
3.
This paper examines a model where the set of available outcomes from which a decision maker must choose alters his perception of uncertainty. Specifically, this paper proposes a set of axioms such that each menu induces a subjective belief over an objective state space. The decision maker’s preferences are dependent on the realization of the state. The resulting representation is analogous to state-dependent expected utility within each menu; the beliefs are menu dependent and the utility index is not. Under the interpretation that a menu acts as an informative signal regarding the true state, the paper examines the behavioral restrictions that coincide with different signal structures: elemental (where each element of a menu is a conditionally independent signal) and partitional (where the induced beliefs form a partition of the state space). 相似文献
4.
In this paper we study the Candy model, a marked point process introduced by S toica et al. (2000) . We prove Ruelle and local stability, investigate its Markov properties, and discuss how the model may be sampled. Finally, we consider estimation of the model parameters and present a simulation study. 相似文献
5.
The use of properties of a Poisson process to study the randomness of stars is traced back to a 1767 paper. The process was used and rediscovered many times, and we mention some of the early scientific areas. The name Poisson process was first used in print in 1940, and we believe the term was coined in the corridors of Stockholm University some time between 1936 and 1939. We follow the early developments of doubly stochastic processes and cluster processes, and describe different efforts to apply the Markov property to point processes. 相似文献
6.
David E. Allen Mohammad A. Ashraf Michael McAleer Robert J. Powell Abhay K. Singh 《Statistica Neerlandica》2013,67(4):403-435
This paper features the application of a novel and recently developed method of statistical and mathematical analysis to the assessment of financial risk, namely regular vine copulas. Dependence modelling using copulas is a popular tool in financial applications but is usually applied to pairs of securities. Vine copulas offer greater flexibility and permit the modelling of complex dependence patterns using the rich variety of bivariate copulas that can be arranged and analysed in a tree structure to facilitate the analysis of multiple dependencies. We apply regular vine copula analysis to a sample of stocks comprising the Dow Jones index to assess their interdependencies and to assess how their correlations change in different economic circumstances using three different sample periods around Global Financial Crisis (GFC).: pre‐GFC (January 2005 to July 2007), GFC (July 2007 to September 2009) and post‐GFC periods (September 2009 to December 2011). The empirical results suggest that the dependencies change in a complex manner, and there is evidence of greater reliance on the Student‐t copula in the copula choice within the tree structures for the GFC period, which is consistent with the existence of larger tails in the distributions of returns for this period. One of the attractions of this approach to risk modelling is the flexibility in the choice of distributions used to model co‐dependencies. The practical application of regular vine metrics is demonstrated via an example of the calculation of the Value at Risk of a portfolio of stocks. 相似文献
7.
Many phenomena in the life sciences can be analyzed by using a fixed design regression model with a regression function m that exhibits a crossing‐point in the following sense: the regression function runs below or above its mean level, respectively, according as the input variable lies to the left or to the right of that crossing‐point, or vice versa. We propose a non‐parametric estimator and show weak and strong consistency as long as the crossing‐point is unique. It is defined as maximizing point arg max of a certain marked empirical process. For testing the hypothesis H0 that the regression function m actually is constant (no crossing‐point), a decision rule is designed for the specific alternative H1 that m possesses a crossing‐point. The pertaining test‐statistic is the ratio max/argmax of the maximum value and the maximizing point of the marked empirical process. Under the hypothesis the ratio converges in distribution to the corresponding ratio of a reflected Brownian bridge, for which we derive the distribution function. The test is consistent on the whole alternative and superior to the corresponding Kolmogorov–Smirnov test, which is based only on the maximal value max. Some practical examples of possible applications are given where a certain study about dental phobia is discussed in more detail. 相似文献
8.
《Spatial Economic Analysis》2013,8(4):397-422
Abstract We investigate the popular theory that high-technology workers are drawn to high amenity locations and then the jobs follow the workers. Using a novel data set that tracks high-technology job growth by US county, we estimate spatial parameters of the response of high-tech job growth to the level of local natural amenities. For estimation we utilize a reasonably new class of models, smooth coefficient models, taking advantage of their flexibility to allow the response of high-tech job growth to be nonlinear with respect to the level of natural amenities. Our results show that amenities are not an important driver for high-technology employment growth. Natural amenities matter most within the subset of US counties that are micropolitan, where they can influence location decisions. Nous penchons sur la théorie populaire d'après laquelle les travailleurs du secteur de la technologie de pointe sont attirés vers des lieux à infrastructure supérieure, et les emplois de ce secteur suivent ces mêmes travailleurs. En utilisant un ensemble de données nouveau, qui suit l'expansion des emplois dans le secteur de la technologie de pointe par comté des États-Unis, nous procédons à la réalisation d'une évaluation de paramètres spatiaux de la réaction de l'expansion des emplois dans le secteur de la technologie de pointe au niveau des infrastructures naturelles locales. Pour l'estimation, nous utilisons une catégorie de modèles raisonnablement neuve, des modèles à coefficient de lissage, en exploitant leur souplesse d'emploi afin d'assurer que la réponse de l'expansion des emplois dans la haute technologue soit non linéaire relativement au niveau des ressources naturelles. Les résultats obtenus montrent que les infrastructures ne constituent pas un élément déterminant de l'expansion de l'emploi dans le secteur de la haute technologie. L'importance des infrastructures naturelles est plus importante dans le sous-ensemble des comtés micropolitains des États-Unis, où elles peuvent influer sur des décisions relatives au lieu d'implantation. Investigamos la teoría popular de que los trabajadores de alta tecnología se sienten atraídos hacia lugares con muchas amenidades, y, por lo tanto, que los trabajos acompañan a los trabajadores. Utilizando un conjunto novedoso de datos que rastrea el crecimiento de empleos en alta tecnología por condado estadounidense, estimamos parámetros espaciales de la respuesta del crecimiento de trabajos de alta tecnología al nivel de amenidades naturales locales. Para la estimación utilizamos una clase de modelos razonablemente nuevos, los modelos de coeficiente homogéneo, sacando partido de su flexibilidad para que la respuesta del crecimiento de trabajo de alta tecnología no sea lineal con respecto al nivel de amenidades naturales. Nuestros resultados muestran que las amenidades no representan un aliciente importante para el crecimiento del empleo en alta tecnología. Las amenidades importan más dentro del subconjunto de condados estadounidenses micropolitanos, donde pueden influir sobre las decisiones de ubicación. 相似文献
9.
We consider whether survey respondents’ probability distributions, reported as histograms, provide reliable and coherent point predictions, when viewed through the lens of a Bayesian learning model. We argue that a role remains for eliciting directly-reported point predictions in surveys of professional forecasters. 相似文献
10.
The business process management literature describes a multitude of approaches (e.g. imperative, declarative or event-driven) that each result in a different mix of process flexibility, compliance, effectiveness and efficiency. Although the use of a single approach over the process lifecycle is often assumed, transitions between approaches at different phases in the process lifecycle may also be considered. This article explores several business process strategies by analysing the approaches at different phases in the process lifecycle as well as the various transitions. 相似文献
11.
《Enterprise Information Systems》2013,7(1):29-57
The use of business process models has become prevalent in a wide area of enterprise applications. But while their popularity is expanding, concerns are growing with respect to their proper creation and maintenance. An obvious way to boost the efficiency of creating high-quality business process models would be to reuse relevant parts of existing models. At this point, however, limited support exists to guide process modellers towards the usage of appropriate model content. In this paper, a set of content-oriented patterns is presented, which is extracted from a large set of process models from the order management and manufacturing production domains. The patterns are derived using a newly proposed set of algorithms, which are being discussed in this paper. The authors demonstrate how such Domain Process Patterns, in combination with information on their historic usage, can support process modellers in generating new models. To support the wider dissemination and development of Domain Process Patterns within and beyond the studied domains, an accompanying website has been set up. 相似文献
12.
《Enterprise Information Systems》2013,7(2):139-159
Business processes and its related workflow systems have received greater interest in practice and research in the last decade. Many analytical methodologies for analysis and design of workflow systems emerged. A recent formal approach to study workflows using a graph-theoretic method called ‘metagraphs’ has demonstrated effectiveness for analysing connectivity and interactions of information and resources between workflow components. However, past works in analysis of metagraph are element-based. Since nodes in metagraphs represent either the input or output of an activity it is natural to process information contained in a node taken as a unit. This paper takes a node-centric view on metagraphs that is a major departure from the element-based approach today. The change in focus requires provisioning an analysis framework under the node-centric views. New basic constructs including, but not limited to, concepts such as: ‘surplus sets’, ‘deficit sets’, ‘state of a path’, and ‘node-centric view of adjacency matrices’ are introduced. The approach produces computational feasible systems for elements that are over supplied and/or under supplied from a source node to a target node of any path of the metagraph. Such information could be valuable for designing workflow systems. Also, the node-centric approach is shown to be an extension of the basic constructs of element-view metagraphs and is a complementary method for validating information requirements of workflow modelling. Illustrative examples are given. 相似文献
13.
This paper discusses the similarities and differences in the collection process between in-house and 3rd party collection. The objective is to show that, although the same type of modelling approach to estimating the Loss Given Default (LGD) can be used in both cases, the details will be significantly different. In particular, the form of the LGD distribution suggests that one needs to split the distribution in different ways in the two cases, as well as using different variables. The comparisons are made using two data sets of the collection outcomes from two sets of unsecured consumer defaulters. 相似文献
14.
M. N. M. van Lieshout 《Statistica Neerlandica》2011,65(2):183-201
We propose new summary statistics for intensity‐reweighted moment stationary point processes, that is, point processes with translation invariant n‐point correlation functions for all , that generalise the well known J‐, empty space, and spherical Palm contact distribution functions. We represent these statistics in terms of generating functionals and relate the inhomogeneous J‐function to the inhomogeneous reduced second moment function. Extensions to space time and marked point processes are briefly discussed. 相似文献
15.
区域经济合作是区域经济发展过程中区域经济关系演化的重要形式。本文探讨了区域经济合作的内涵,区域之间经济合作的实质以及区域之间经济合作的主要形成机制。 相似文献
16.
A complete procedure for calculating the joint predictive distribution of future observations based on the cointegrated vector autoregression is presented. The large degree of uncertainty in the choice of cointegration vectors is incorporated into the analysis via the prior distribution. This prior has the effect of weighing the predictive distributions based on the models with different cointegration vectors into an overall predictive distribution. The ideas of Litterman [Mimeo, Massachusetts Institute of Technology, 1980] are adopted for the prior on the short run dynamics of the process resulting in a prior which only depends on a few hyperparameters. A straightforward numerical evaluation of the predictive distribution based on Gibbs sampling is proposed. The prediction procedure is applied to a seven-variable system with a focus on forecasting Swedish inflation. 相似文献
17.
This paper considers the problem of defining a time-dependent nonparametric prior for use in Bayesian nonparametric modelling of time series. A recursive construction allows the definition of priors whose marginals have a general stick-breaking form. The processes with Poisson-Dirichlet and Dirichlet process marginals are investigated in some detail. We develop a general conditional Markov Chain Monte Carlo (MCMC) method for inference in the wide subclass of these models where the parameters of the marginal stick-breaking process are nondecreasing sequences. We derive a generalised Pólya urn scheme type representation of the Dirichlet process construction, which allows us to develop a marginal MCMC method for this case. We apply the proposed methods to financial data to develop a semi-parametric stochastic volatility model with a time-varying nonparametric returns distribution. Finally, we present two examples concerning the analysis of regional GDP and its growth. 相似文献
18.
Cusum charts are widely used for detecting deviations of a process about a target value and also for finding evidence of change in the mean of a process. The testing theory approximates the process by a Wiener process or a Brownian bridge, respectively. For quality control, it is important that other aspects are monitored in addition to or instead of the mean. Here, we show that cusum theory is easily adapted when the target is not the mean but some other aspect of the distribution. 相似文献
19.
Michael Stanley Smith Worapree Maneesoonthorn 《International Journal of Forecasting》2018,34(3):389-407
We propose the construction of copulas through the inversion of nonlinear state space models. These copulas allow for new time series models that have the same serial dependence structure as a state space model, but with an arbitrary marginal distribution, and flexible density forecasts. We examine the time series properties of the copulas, outline serial dependence measures, and estimate the models using likelihood-based methods. Copulas constructed from three example state space models are considered: a stochastic volatility model with an unobserved component, a Markov switching autoregression, and a Gaussian linear unobserved component model. We show that all three inversion copulas with flexible margins improve the fit and density forecasts of quarterly U.S. broad inflation and electricity inflation. 相似文献
20.
Theory of role modelling in organizations addresses the contents of role models, while the process of modelling has received little attention. In this paper, this gendered process is scrutinized from a constructionist perspective. Modelling starts with a comparison between an image of oneself with that of a person who serves as a proto-model; continues with idealization and/or composition of the traits of proto-models resulting in an image of a role, and ends with a comparison between such an image and an image of oneself, leading to directives for action. People do not model their behaviour on real persons, but on mental constructs they make loosely inspired by actual people. This conclusion forms a new argument against tokenism: it is never enough to employ one woman, as proto-models must be many and varied. 相似文献