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Antoine Godichon-Baggioni Cathy Maugis-Rabusseau Andrea Rau 《Journal of applied statistics》2019,46(1):47-65
Although there is no shortage of clustering algorithms proposed in the literature, the question of the most relevant strategy for clustering compositional data (i.e. data whose rows belong to the simplex) remains largely unexplored in cases where the observed value is equal or close to zero for one or more samples. This work is motivated by the analysis of two applications, both focused on the categorization of compositional profiles: (1) identifying groups of co-expressed genes from high-throughput RNA sequencing data, in which a given gene may be completely silent in one or more experimental conditions; and (2) finding patterns in the usage of stations over the course of one week in the Velib' bicycle sharing system in Paris, France. For both of these applications, we make use of appropriately chosen data transformations, including the Centered Log Ratio and a novel extension called the Log Centered Log Ratio, in conjunction with the K-means algorithm. We use a non-asymptotic penalized criterion, whose penalty is calibrated with the slope heuristics, to select the number of clusters. Finally, we illustrate the performance of this clustering strategy, which is implemented in the Bioconductor package coseq, on both the gene expression and bicycle sharing system data. 相似文献
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This paper suggests a new explanation for the low level of annuitization, which is valid even if one assumes perfect markets. We show that, as soon there is a positive bequest motive, sufficiently risk averse individuals should not purchase annuities. A model calibration accounting for lifetime risk aversion generates a significantly smaller willingness-to-pay for annuities than the one generated by a standard time-additive model. Moreover, the calibration predicts that riskless savings finance one third of consumption, in line with empirical findings. 相似文献
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This article studies experiments in organizing the fruit and vegetable market from the 1950s till the late 1970s. It shows that there were alternatives to the principle of distribution, e.g. modernizing traditional wholesale markets (carreau) or setting up producer controlled veilings (marchés au cadran, or “clock auctions”). After exposing the rationale underlying each of these models, the empirical conditions are examined for actually implementing change. Attention is drawn to the factors that weigh on social actors in the market, in particular the tension between homogenization and concentration on the one hand, and, on the other hand, the uniqueness of products and transactions. 相似文献
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ABSTRACTGeneralised trust promotes social interactions and may well be a crucial component of immigrant integration. Recent immigrants in particular are likely to be viewed by themselves and others as ‘outsiders’ who are unfamiliar with the expectations and norms that structure day-to-day social interactions in the host country. This study relies on a unique combination of three sources of data all derived from World Values Surveys to examine levels of trust, and its sources, among newcomers in one country with a large immigrant population, Canada. The evidence indicates that recent immigrants to Canada make a clear distinction between trust in other people in general, and trust in Canadians in particular: the former is grounded in pre-migration cultural influences, while the latter is grounded in immigrants’ experiences in the new host country. Moreover, the evidence suggests trust in Canadians is a crucial component of immigrant integration. 相似文献
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Antoine Gervais 《Economic inquiry》2018,56(2):955-982
I use data on U.S. manufacturing establishments to study the spatial reallocation of resources that takes place within surviving firms as they open and close establishments in different regions. To motivate the empirical analysis, I extend existing models of industry dynamics to include production‐location decisions within firms. Consistent with the theory, the empirical results show that only a fraction of firms make the same product in multiple regions, that multiregional firms are larger and more productive on average compared to single‐region firms, and that “region switching” is pervasive among multiregional firms and correlated with changes in firm and firm‐region characteristics. (JEL L2, F12, F23) 相似文献
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Antoine Echelard Jacques Lévy Véhel Anne Philippe 《Scandinavian Journal of Statistics》2015,42(2):485-503
Self‐regulating processes are stochastic processes whose local regularity, as measured by the pointwise Hölder exponent, is a function of amplitude. They seem to provide relevant models for various signals arising for example in geophysics or biomedicine. We propose in this work an estimator of the self‐regulating function (that is, the function relating amplitude and Hölder regularity) of the self‐regulating midpoint displacement process and study some of its properties. We prove that it is almost surely convergent and obtain a central limit theorem. Numerical simulations show that the estimator behaves well in practice. 相似文献
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We propose bootstrap prediction intervals for an observation h periods into the future and its conditional mean. We assume that these forecasts are made using a set of factors extracted from a large panel of variables. Because we treat these factors as latent, our forecasts depend both on estimated factors and estimated regression coefficients. Under regularity conditions, asymptotic intervals have been shown to be valid under Gaussianity of the innovations. The bootstrap allows us to relax this assumption and to construct valid prediction intervals under more general conditions. Moreover, even under Gaussianity, the bootstrap leads to more accurate intervals in cases where the cross-sectional dimension is relatively small as it reduces the bias of the ordinary least-squares (OLS) estimator. 相似文献