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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
providers get a significant abnormal return by trading against index trackers. The return is highest for bonds that are excluded … profitable than at inclusions because index trackers follow a sampling strategy and returns also increase when liquidity … provision becomes more expensive. Furthermore, price reactions following index changes are reversed shortly after the event date …
Persistent link: https://www.econbiz.de/10013109067
consistency of those estimates and illustrate their good performance for light- and heavy-tailed distributions of the innovations … ; uniform consistency ; value at risk …
Persistent link: https://www.econbiz.de/10003422933
Persistent link: https://www.econbiz.de/10001368220
consistency of those estimates and illustrate their good performance for light- and heavy-tailed distributions of the innovations …
Persistent link: https://www.econbiz.de/10010263674
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/10003837588
Successful economic development is usually characterized by two salient phenomena: industrialization and demographic transition. Chronologically both events happen so closely to each other that historians and economists alike suspect that they are interrelated. This paper develops a theory for...
Persistent link: https://www.econbiz.de/10003612619