The nonparametric estimation(NE) of kernel polynomial regression (KPR) model is a powerful tool to visually depict the effect of covariates on response variable, when there exist unstructured and heterogeneous data. In this paper we introduce KPR model that is the mixture of nonparametric regression models with bootstrap algorithm, which is considered in a heterogeneous and unstructured framewo...

This paper investigates the collective behaviors induced by network interconnection of heterogeneous input-affine single-input nonlinear systems through a constant but general directed graph. In this sense, we prove that dynamics all agents cluster into as many subgroups number cells almost equitable partition communication All belonging to same cell are equally influenced new mean-field which ...

Agent technology has recently been proposed as an enabling technology to model and design heterogeneous distributed systems. Unfortunately, most of the research and development of software agents is currently based on proprietary design architectures. This has two main drawbacks: new agent systems are invented from scratch each time and distributed agents are usually not able to interoperate. T...

In this paper, we propose a completely agent-based approach for Information Gathering on a information network with a large number of distributed heterogeneous sources, such as Internet. Locating and accessing information in such a large distributed system which changes dynamically is challenging and is most suitable for agent-based solutions. As one agent cannot have all the necessary knowledg...

â  monetary policy rule is an approach to avoid time inconsistency problem as regarded by new classical economist to choose a time plan for policy making in order to maximize households’ well-being. the foundation of time inconsistency problem is not coincidence of expectations as an ex-ante variable, which is expected variable, with actual variable as an ex-post variable. expectations in fin...

in this paper, the mechanical behavior of three-phase inhomogeneous materials is modeled using the meso-scale model with lattice beams for static and dynamic analyses. the timoshenko beam theory is applied instead of the classical euler-bernoulli beam theory and the mechanical properties of lattice beam connection are derived based on the continuum medium using the non-local continuum theory. t...

We analyze short-term futures oil pricing over the 2003-2016 time-period in order to bubble-like dynamics, which characterizes 2007-2009 years according a large body of recent literature. Our investigation, based on flexible three-agent model (hedgers, fundamentalist speculators and chartists), confirms presence bubble price pattern, we attribute strong destabilizing behaviour (e.g. hedge funds...