1,721,007 research outputs found
Subset selection in dimension reduction methods
Full text linkDimension reduction methods play an important role in multivariate statistical analysis, in particular with high-dimensional data. Linear methods can be seen as a linear mapping from the original feature space to a dimension reduction subspace. The aim is to transform the data so that the essential structure is more easily understood. However, highly correlated variables provide redundant information, whereas some other feature may be irrelevant, and we would like to identify and then discard both of them while pursuing dimension reduction. Here we propose a greedy search algorithm, which avoids the search over all possible subsets, for ranking subsets of variables based on their ability to explain variation in the dimension reduction variates.Dimension reduction methods, Linear mapping, Subset selection, Greedy search
The Maastricht convergence criteria and economic growth in the EMU
Full text linkThe Maastricht convergence criteria are partially based on the theory of optimum currency areas and costs-benefits analysis of the creation of a single currency area as the EMU foundation. Fulfillment of convergence criteria should be durable, but it requires a certain degree of real convergence between member countries of the monetary union. The analysis of the economic role of the convergence criteria which has been carried out in this paper indicates that its implementation has been an important factor of macroeconomic stabilization for the EMU countries as well as for the countries planning accession to the Union. On the basis of the theory of economics and results of empirical studies we cannot state univocally that the convergence criteria are a barrier to economic growth. Naturally, this problem is controversial, but we can formulate a hypothesis that implementation of convergence criteria is an important factor of macroeconomic stabilization and sustainable economic growth.monetary union, monetary policy, fiscal policy, costs-benefits analysis, single currency, inflation, economic growth, budget deficit, public debt, coveregence criteria
THE CONCEPT OF NEUTRAL INFLATION AND ITS APPLICATION TO THE EU ECONOMIC GROWTH ANALYSES
Full text linkThe prospects of economic growth in the Euro area depend, to a large extent, on the way in which its participants will solve the problems of economic stabilisation; they depend on whether the conceptual dogmas will prevail in the stabilisation policy or the tendency to make the stabilisation policy instruments more flexible and adjustable to changes in the economic situation. The system of restrictions imposed upon the EU countries by the Maastricht Treaty and the Stability and Growth Pact fulfilled its tasks in the sense that it enabled the indispensable co-ordination of the economic policies of these countries and introduction of the common currency. It seems now that the framework is too rigid and singlemindedly aimed at persuing one goal only (i.e. price stability) and, therefore, in the long run, it cannot be a useful tool of integration and creation of favourable conditions for the development in the Euro area countries. Hence it seems that the reform of the system is inevitable and it should rely on using the opportunities offered by both - monetary and fiscal policy.
The IGARCH e®ect: Consequences on volatility forecasting and option trading
Full text linkThis paper studies the integrated Garch (IGARCH) e®ect, a phenomenon often encountered when estimating conditional auto-regressive models on ¯nancial time series. The analysis of twelve indexes of major ¯nancial markets provides empirical evidence of its well-spread presence especially in periods of market turbulence. We examine its impact on volatility forecasting and on trading and hedging options. We show that a strong IGARCH e®ect may have relevant consequences on trading and on risk management.stock returns, volatility forecasting, GARCH(1,1), IGARCH effect, option hedging
Factor decomposition of cross-country income inequality with interaction effects
Full text linkIn this paper we propose a decomposition of the Theil measures of per capita income inequality which accounts for interaction effects between its multiplicative factors. Our theoretical findings, supported by an empirical application referring to EU-25 countries, suggest that neglecting these effects may strongly bias the relative importance of some factors, with consequent misleading policy implications.Inequality, Decomposition, Interaction Effects
The Youth Experience Gap: Explaining Differences across EU Countries
Full text linkThis note aims to provide a theoretical framework to think of the youthunemployment problem and a classification of EU countries according to the way they address it.The key factor to explain youth unemployment is what we call the youth experience gap. To helpyoung people fill it in and ease school-to-work transitions, every EU country provides a mix ofpolicy instruments, including different degrees and types of labour market flexibility, of educationaland training systems, of passive income support schemes and fiscal incentives. Five differentcountry groups are detected whose outcomes in terms of youth unemployment are dramaticallydifferent: a) the North-European; b) the Continental European; c) the Anglo-Saxon; d) the South-European; e) New Member States. The Lisbon strategy provides guidelines in line with thetheoretical framework discussed here, but it is costly and hard to implement.Youth Unemployment Problem, Youth Experience gap, Youth Employment Policy, Lisbon Strategy
Mediterranean models of Welfare towards families and women
Full text linkAfter tracing a Malta’s short historical excursus with its effects on female condition, family’s structure and concept, organizational model of non profit sector, the paper gives a survey of the most recent economic and demographic trends with special attention to families’ well-being and women’s working and social conditions, based not only on statistical data of Malta’s National Institute of Statistics and of Eurostat, but also on the results of some empirical studies based on some surveys carried out into the archipelago. The main islands’ social problems are outlined with the indication of the principal sources of aid to face peoples’ different needs (first of all family, followed by the State, while the Third Sector, with its strong component of foundations, heritage of English culture, is not pre-eminent yet). The paper also shows that the same citizens’ expectations of satisfaction of social needs are still mainly placed in the State, according to the collective image. After drawing this scenario, the paper makes a short history of Malta’s Welfare State specially considering legislation concerning families and women. In addition to the description of the legislative measures, a deeper investigation is also devoted to other programs realized at european and national level: Equal Program (2004-2006) and Malta’s latest “Action Plan”, alias the National Social Plan in its general lines of policy towards families and women. Besides the illustration of the services provided to families by the Ministry of Family and Social Solidarity in the context of the National Action Plan, three other articulations of the Plan are briefly examined: Gender Equity National Action Plan (2003-2004), National Action Plan on Poverty and Social Exclusion (2004-2006), National Action Plan for Employment (2004). The correlative institutional framework is also reviewed: the National Family Commission established in 2001 and the National Commission for the Promotion of Equality for Men and Women considered by the “Equality for Men and Women Act” of 2003. Finally the paper classifies Malta’s Welfare State among the Mediterranean models of social assistance for its specific characteristics though, differently from the evolutive tendencies of these last ones, the passage from Welfare State to Welfare Mix is still problematic and slow in Malta. In spite of the increasing forms of collaboration between public and non profit organizations, Malta’s Third Sector has still a too weak role, in comparison with family and State, in supporting people’s life on both factual and symbolic dimension. In this missing transition, specially as regards elderly care, Malta can not see yet the growth, inside Welfare Mix, of the more informal components formed by immigrated women to detriment of the services offered by private or non profit organizations (“care drain” phenomenon), which is very strongly in course in other Mediterranean countries (Italy, Spain, Greece).Family and Social Policy, Social Segregation, Poverty
Going Beyond Counting First Authors in Author Co-citation Analysis
Full text linkThe present study examines one of the fundamental aspects of author co-citation analysis (ACA) - the way co-citation
counts are defined. Co-citation counting provides the data on which all subsequent statistical analyses and mappings
are based, and we compare ACA results based on two different types of co-citation counting - the traditional type that
only counts the first one among a cited work's authors on the one hand and a non-traditional type that takes into
account the first 5 authors of a cited work on the other hand. Results indicate that the picture produced through this non-traditional author co-citation counting contains more coherent author groups and is therefore considerably clearer. However, this picture represents fewer specialties in the research field being studied than that produced through the traditional first-author co-citation counting when the same number of top-ranked authors is selected and analyzed. Reasons for these effects are discussed
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