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In this tutorial we introduce recurrent neural networks (RNNs), and we describe the two most popular RNN architectures. These are the long short-term memory (LSTM) network and gated recurrent unit (GRU) network. Their common field of application is time series modeling, and we demonstrate their...
Persistent link: https://www.econbiz.de/10012864302
This paper explores the possible presence of a causal relationship from income to population. With this aim, US data at different geographical levels have been analyzed using a dynamic panel data estimation framework. The results obtained suggest that the more dissagregated the data the stronger...
Persistent link: https://www.econbiz.de/10012991583
Behavioral reactions to terrorism may be displayed in different ways. While some individuals react by holding back on their financial and charitable activities following stressful events, others may express more generosity by increasing their giving due to solidarity and empathy with the...
Persistent link: https://www.econbiz.de/10012830889
This paper assesses whether the sensitivity of bilateral trade volumes to various trade cost factors is constant or varies across countries. It utilizes a random coeffcients model and analyses a cross-sectional sample of bilateral trade data for 96 countries in 2005. We expect the elasticity of...
Persistent link: https://www.econbiz.de/10010371278
Persistent link: https://www.econbiz.de/10001368220
This paper argues that currently advanced, aging economies experienced a qualitative change in the role of public education during the process of industrialization. In the early phases of the Industrial Revolution, public education was regarded as a duty that regulated child labor and thereby...
Persistent link: https://www.econbiz.de/10010332212
The purpose of this article is to identify the role of population size, population growth and population ageing in models of endogenous economic growth. While in exogenous growth models demographic variables are linked to economic prosperity mainly via the population size, the structure of the...
Persistent link: https://www.econbiz.de/10010352563
In this paper we investigate the causal effect of life expectancy on economic growth by explicitly accounting for the role of the demographic transition. In addition to focusing on issues of empirical identification, this paper emphasizes the role of the econometric specification. We present a...
Persistent link: https://www.econbiz.de/10010269079
We study the general equilibrium properties of two growth models with overlapping generations, habit formation and endogenous fertility. In the neoclassical model, habits modify the economy's growth rate and generate transitional dynamics in fertility; station- ary income per capita is...
Persistent link: https://www.econbiz.de/10011753141
We develop a perpetual youth model to investigate how longevity affects economic growth and welfare. Life expectancy is determined by individuals’ investments in healthcare. We find that improvements in the healthcare technology always increase the steady state growth rate. Although the effect...
Persistent link: https://www.econbiz.de/10011753201