4,140 research outputs found
Public-private partnerships in China's urban water sector
During the past decades, the traditional state monopoly in urban water management has been debated heavily, resulting in different forms and degrees of private sector involvement across the globe. Since the 1990s, China has also started experiments with new modes of urban water service management and governance in which the private sector is involved. It is premature to conclude whether the various forms of private sector involvement will successfully overcome the major problems (capital shortage, inefficient operation, and service quality) in China¿s water sector. But at the same time, private sector involvement in water provisioning and waste water treatments seems to have become mainstream in transitional China
Elastic-Net Regularization in Learning Theory
Within the framework of statistical learning theory we analyze in detail the
so-called elastic-net regularization scheme proposed by Zou and Hastie for the
selection of groups of correlated variables. To investigate on the statistical
properties of this scheme and in particular on its consistency properties, we
set up a suitable mathematical framework. Our setting is random-design
regression where we allow the response variable to be vector-valued and we
consider prediction functions which are linear combination of elements ({\em
features}) in an infinite-dimensional dictionary. Under the assumption that the
regression function admits a sparse representation on the dictionary, we prove
that there exists a particular ``{\em elastic-net representation}'' of the
regression function such that, if the number of data increases, the elastic-net
estimator is consistent not only for prediction but also for variable/feature
selection. Our results include finite-sample bounds and an adaptive scheme to
select the regularization parameter. Moreover, using convex analysis tools, we
derive an iterative thresholding algorithm for computing the elastic-net
solution which is different from the optimization procedure originally proposed
by Zou and HastieComment: 32 pages, 3 figure
When logic meets engineering: introduction to logical issues in the history and philosophy of computer science
Introduction to a Journal Special issue on Logical Issues in the History and Philosophy of Computer Scienc
Facing computing as technique: towards a history and philosophy of computing
We present the methodological principles underlying the scientific activities of the DHST Commission on the History and Philosophy of Computing. This volume collects refereed selected papers from the First International Conference organized by the Commission
Trustworthiness assessment of cow behaviour data collected in a wireless sensor network
Wireless sensor networks can be used for automated cow monitoring, e.g. for behaviour and locomotion monitoring. Sensor data should only be used when they can be trusted. The trustworthiness of sensor data can be assessed in a framework, from the acquisition at the node to their delivery to business applications, including any intermediary routing and processing. The trustworthiness assessment method has been evaluated with sensor data collected during one of the experiments within the WASP project. Sensor data are not trusted when the trustworthiness gets below a threshold. An alert is generated then and it is possible to find the cause by tracing back the trust of composing elements. The trustworthiness assessment method results in the detection of problems with nodes (e.g. detached node or exhausted battery). Most of these problems can be classified as true and most of them were not notified on the farm. Therefore trustworthiness assessment is worthwhile to improve automated cow status monitoring
Working ladies: Mennonite women in the enterprise of Spanish Lookout, Belize
This article addresses the role of women in the labour system of the Mennonite entrepreneurs in a community in Belize, Central America. The labour system of the Mennonite enterprises is mainly organised independently of the general Belizean labour system. Mennonite women have gained a pivotal position in this independent system over the past years. Traditionally, Mennonite women stay at home to work in the domestic sphere. In recent years, however, their role has changed and they have increasingly started to work outside of the home. This has had major implications for the position of women in the community. In this article a description of the position of women in the Mennonite labour system will be provided using literature on the Mennonite women, combined with empirical data from the Mennonite community of Spanish Lookout, Belize. © 2008, Inderscience Publishers
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