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The aim of this article is to establish a stochastic search algorithm for neural networks based on the fractional stochastic processes {đ”đ»đĄ,đĄâ„0} with the Hurst parameter đ»â(0,1). We define and discuss the properties of fractional stochastic processes, {đ”đ»đĄ,đĄâ„0}, which generalize a standard Brownian motion. Fractional stochastic processes capture useful yet different properties in order to simulate real-world phenomena. This approach provides new insights to stochastic gradient descent (SGD) algorithms in machine learning. We exhibit convergence properties for fractional stochastic processes.
This paper studies the power of online search intensity metrics, measured by Google, for examining and forecasting exchange rates. We use panel data consisting of quarterly time series from 2004 to 2018 and ten international countries with the highest currency trading volume. Newly, we include various Google search intensity metrics to our panel data. We find that online search improves the overall econometric models and fits. First, four out of ten search variables are robustly significant at one percent and enhance the macroeconomic exchange rate models. Second, country regressions corroborate the panel results, yet the predictive power of search intensity with regard to exchange rates vary by country. Third, we find higher prediction performance for our exchange rate models with search intensity, particularly in regard to the direction of the exchange rate. Overall, our approach reveals a value-added of search intensity in exchange rate models.
This paper examines the relationship of asset Price determination via Google data. To capture this relation, I create a model and estimate several time seriesâ regressions. I use weekly data from 2004 to 2010 from 30 international banks. To my knowledge this is the first study which differentiates between Googleâs search volume and Googleâs search clicks. I show that asset prices are positively related to the rate of change in Googleâs search volume, trading volume and the level of Google search clicks. Secondly, I demonstrate that the absolute level of Googleâs search volume and Googleâs search clicks
behave differently regarding the asset price dynamics. Googleâs search volume, which measures long-run searches, is negatively related while Googleâs search clicks have a positive relationship to asset prices. Hence, Googleâs data offer new insights on both measuring attention and pricing financial assets.
This article studies the hidden blemishes of two benchmark rulings of the European Court of Justice (ECJ). In 2015 and 2018, the ECJ approved two unconventional monetary instruments, among others âOutright Monetary Transactionsâ and the âPublic Sector Purchase Programâ. Yet, there is a vigorous debate about both monetary operations in law and economics. In this interdisciplinary article, we address law and economic arguments in order to elucidate insights to the legal community. In particular, we elaborate on the legal implications of a variety of concerning issues such as public policy interference, effect on wealth redistribution, erosion of democratic legitimacy and lack of effectiveness of monetary policy. These topics remain disregarded in the ECJ rulings. Consequently, the verdicts do not identify the economic boundaries of the European Central Bankâs mandate appropriately.
Since 2000, Indian special economic zones were established with the intention to attract foreign direct investment. We present a first empirical assessment with new data from 1980 to 2010 and evaluate the outcome after 10 years. In general, our empirical results confirm that special economic zones attract FDI statistical significantly. Another finding of the study is that open economies with stable inflation attract more FDI than small and closed economies.
This paper establishes a unique linkage between economic and sociological theories. I study the root causes of the euro crisis from both perspectives. I find that resolving the euro crisis requires economic and sociological insights, particularly in respect to the design of European institutions, rules, and regulations. I develop a new paradigm in attempt to tackle the euro crisis. This paper demonstrates the importance of an interdisciplinary dialogue and how this may safeguard the future of the Economic and Monetary Union.
Das Weltwirtschaftswachstum der vergangenen Jahrzehnte war durch die Dynamik der Digitalisierung und Globalisierung in den Lieferketten geprĂ€gt. Die Corona-Pandemie hat die AbhĂ€ngigkeit und Verletzlichkeit der Lieferketten offengelegt. Trotz einer Vielzahl verbindlicher Standards haben Unternehmen die Digitalisierung und Arbeitsteilung auch fĂŒr regulatorische Arbitrage genutzt. Einerseits erhöht das die Effizienz der Wirtschaft - was mithin ökologische Ressourcen schont - andererseits werden damit internationale Standards konterkariert. Globalisierung und Digitalisierung sind Segen und Fluch zugleich.
The paper studies liquidity management in the banking sector at the zero lower bound implemented by central banks. The new era of monetary policy with interest rates at zero and quantitative easing programs raise questions about the effectiveness of central banking policy and their impact on the banking sector. I find that the zero lower bound reduces liquidity reserves of banks and thus creates less credit supply. The T-LTRO program, developed by the European Central Bank, has helped to tackle this problem. However, the recently expanded asset purchase program reveals the opposite effect. Hence, the recent liquidity provisions by central banks have put incentives rather on de-leveraging than bank lending.
This paper analyzes different government debt relief programs in the European Monetary Union. I build a model and study different options ranging from debt relief to the European Stability Mechanism (ESM). The analysis reveals the following: First, patient countries repay debt, while impatient countries more likely consume and default. Second, without ESM loans, indebted countries default anyway. Third, if the probability to be an impatient government is high, then the supply of loans is constrained. In general, sustainable and unsustainable governments should be incentivized differently especially in a supranational monetary union. Finally, I develop policy recommendations for the ongoing debate in the Eurozone.
This paper studies the impact of financial liquidity on the macro-economy. We extend a classic macroeconomic modeland compute numerical simulations. The model confirms that persistently low inflation can occur despite a high degreeof financial liquidity due to a reallocation of cash, normal and risk-free bonds. In that regard, our model uncovers anexplanation of a flat Phillips curve. Overall, our approach contributes to a rather disregarded matter in macroeconomictheory.
In this paper, we examine the political gridlock in reforming the Economic and Monetary Union. We utilize a twoâstage game with imperfect information in order to study the optimal sequencing. The main results are: first, optimal sequencing requires for incompliant Member States a default option in stageâtwo, which in principle is related to the today's fiscal architecture (EMU-I). Second, we show that compliant countries prefer a reform equilibrium today if and only if they have a free choice about the preferred fiscal architecture at the end â either EMU-II with binding European coordination or EMU-I related to Maastricht. Noteworthy, our sequencing approach works for any design of the EMU-II architecture.
This paper studies whether a monetary union can be managed solely by a rule based approach. The Five Presidentsâ Report of the European Union rejects this idea. It suggests a centralisation of powers. We analyse the philosophy of policy rules from the vantage point of the German economic school of thought. There is evidence that a monetary union consisting of sovereign states is well organised by rules, together with the principle of subsidiarity. The root cause of the euro crisis is rather the weak enforcement of rules, compounded by structural problems. Therefore, we suggest a genuine rule-based paradigm for a stable future of the Economic and Monetary Union.
We investigate public debt sustainability in Europe and leading industrialised countries. The recent debate about the debt ceiling in the US and the sovereign debt crisis in Europe demonstrate the urgency of the topic. We measure debt sustainability of public finance with a standard and alternative methodology and compare both results. We use panel data of 205 OECD countries from 1970 to 2014. The paper finds unsustainable public debt levels for almost all countries in the past decades. Furthermore, given the low economic growth and demographic challenge ahead, debt levels may upsurge even more. There is a huge looming âdebt meltdownâ on the horizon if countries do not change public policy soon.
The paper designs a quantum model of decision-making (QMDM) that utilizes neuroscientific evidence. The new model provides both normative and positive implications to economics. First, it enhances the study of decision-making which is an extension of the expected utility theory (EUT) in mathematical economics. Second, we demonstrate how the quantum model mitigates drawbacks of the expected utility theory of today.
The paper studies the reform package proposed by the European Commission on 6 December 2017. First, institutional and economic implications of the reform proposal are analysed. The paper finds that some proposals are beyond the present treaty provisions. For instance, the proposal of a fiscal capacity does not tackle the economic root causes without a supranational transfer mechanism. In fact, the proposed budget neutrality over the medium-term is unfeasible due to cross country heterogeneity in the Eurozone. At the end, the paper develops policy conclusions.
This paper studies option pricing based on a reverse engineering (RE) approach. We utilize artificial intelligence in order to numerically compute the prices of options. The data consist of more than 5000 call- and put-options from the German stock market. First, we find that option pricing under reverse engineering obtains a smaller root mean square error to market prices. Second, we show that the reverse engineering model is reliant on training data. In general, the novel idea of reverse engineering is a rewarding direction for future research. It circumvents the limitations of finance theory, among others strong assumptions and numerical approximations under the BlackâScholes model.
Nach der Euro- und Wirtschaftskrise in den Jahren seit 2010 verzeichnet die EuropĂ€ische Union (EU) derzeit einen soliden Wirtschaftsaufschwung in allen Mitgliedstaaten. Der Anteil Europas an der Weltwirtschaft betrĂ€gt rund 30 Prozent. Das europĂ€ische Wirtschaftswachstum ist 2018 mit 2,1 Prozent sogar gröĂer als das in Deutschland mit 1,6 Prozent. Eine Analyse der Dauer von Aufschwungsphasen zeigt, dass Europa im Vergleich zur Weltwirtschaft sogar unerwarteter Spitzenreiter ist. Seit den 1970er-Jahren liegt die durchschnittliche Dauer eines europĂ€ischen Wirtschaftsaufschwungs bei ĂŒber dreiĂig Quartalen; sie ist mithin deutlich höher als in den USA und Japan.
This article studies the effects of reverse factoring in a supply chain when the buyer company facilitates its lower short-term borrowing rates to the supplier corporation in return for extended payment terms. We explore the role of interest rate changes, rating changes, and the business cycle position on the cost and benefit trade-off from a supplier perspective. We utilize a combined empirical approach consisting of an event study in Step 1 and a simulation model in Step 2. The event study identifies the quantitative magnitude of central bank decisions and rating changes on the interest rate differential. The simulation computes with a rolling-window methodology the daily cost and benefits of reverse factoring from 2010 to 2018 under the assumption of the efficient market hypothesis. Our major finding is that changes of crucial financial variables such as interest rates, ratings, or news alerts will turn former win-win into win-lose situations for the supplier contingent to the business cycle. Overall, our results exhibit sophisticated trade-offs under reverse factoring and consequently require a careful evaluation in managerial decisions.
This article studies the renewed interest surrounding sustainable public finance and the topic of tax evasion as well as the new theory of information inattention. Extending a model of tax evasion with the notion of inattention reveals novel findings about policy instruments that can be used to mitigate tax evasion. We show that the attention parameters regarding tax rates, financial penalty schemes and income levels are as important as the level of the detection probability and the financial penalty incurred. Thus, our theory recommends the enhancement of sustainability in public policy, particularly in tax policy. Consequently, the paper contributes both to the academic and public policy debate.
The European Economic and Monetary Union (EMU) has been in turmoil for more than six years. The present governance rules do not seem to solve the problems neither permanently nor effectively. There is no vision about the future of Europe in the 21st century. This article describes a realignment of the economic governance, which does not necessarily lead to a transfer or political union. However, it solves the current and future challenges. In fact, the redesign of present rules is the most likely as well as legally and economically option today. The key ideais the detachment from the compulsive idea of an ever closer union. However, this vision requires boldness towards greater flexibility together with an exit clause or a state insolvency procedure for incompliant member states.