3,837 research outputs found
Superiority of Bayes estimators over the MLE in high dimensional multinomial models and its implication for nonparametric Bayes theory
This article focuses on the performance of Bayes estimators, in comparison
with the MLE, in multinomial models with a relatively large number of cells.
The prior for the Bayes estimator is taken to be the conjugate Dirichlet, i.e.,
the multivariate Beta, with exchangeable distributions over the coordinates,
including the non-informative uniform distribution. The choice of the
multinomial is motivated by its many applications in business and industry, but
also by its use in providing a simple nonparametric estimator of an unknown
distribution. It is striking that the Bayes procedure outperforms the
asymptotically efficient MLE over most of the parameter spaces for even
moderately large dimensional parameter space and rather large sample sizes.Comment: 49 pages, 11 figures, 12 table
Specific recognition of a multiply phosphorylated motif in the DNA repair scaffold XRCC1 by the FHA domain of human PNK.
Short-patch repair of DNA single-strand breaks and gaps (SSB) is coordinated by XRCC1, a scaffold protein that recruits the DNA polymerase and DNA ligase required for filling and sealing the damaged strand. XRCC1 can also recruit end-processing enzymes, such as PNK (polynucleotide kinase 3'-phosphatase), Aprataxin and APLF (aprataxin/PNK-like factor), which ensure the availability of a free 3'-hydroxyl on one side of the gap, and a 5'-phosphate group on the other, for the polymerase and ligase reactions respectively. PNK binds to a phosphorylated segment of XRCC1 (between its two C-terminal BRCT domains) via its Forkhead-associated (FHA) domain. We show here, contrary to previous studies, that the FHA domain of PNK binds specifically, and with high affinity to a multiply phosphorylated motif in XRCC1 containing a pSer-pThr dipeptide, and forms a 2:1 PNK:XRCC1 complex. The high-resolution crystal structure of a PNK-FHA-XRCC1 phosphopeptide complex reveals the basis for this unusual bis-phosphopeptide recognition, which is probably a common feature of the known XRCC1-associating end-processing enzymes
A long way to go - Estimates of combined water, sanitation and hygiene coverage for 25 sub-Saharan African countries.
BACKGROUND: Water, sanitation and hygiene (WASH) are essential for a healthy and dignified life. International targets to reduce inadequate WASH coverage were set under the Millennium Development Goals (MDGs, 1990-2015) and now the Sustainable Development Goals (SDGs, 2016-2030). The MDGs called for halving the proportion of the population without access to adequate water and sanitation, whereas the SDGs call for universal access, require the progressive reduction of inequalities, and include hygiene in addition to water and sanitation. Estimating access to complete WASH coverage provides a baseline for monitoring during the SDG period. Sub-Saharan Africa (SSA) has among the lowest rates of WASH coverage globally. METHODS: The most recent available Demographic Household Survey (DHS) or Multiple Indicator Cluster Survey (MICS) data for 25 countries in SSA were analysed to estimate national and regional coverage for combined water and sanitation (a combined MDG indicator for 'improved' access) and combined water with collection time within 30 minutes plus sanitation and hygiene (a combined SDG indicator for 'basic' access). Coverage rates were estimated separately for urban and rural populations and for wealth quintiles. Frequency ratios and percentage point differences for urban and rural coverage were calculated to give both relative and absolute measures of urban-rural inequality. Wealth inequalities were assessed by visual examination of coverage across wealth quintiles in urban and rural populations and by calculating concentration indices as standard measures of relative wealth related inequality that give an indication of how unevenly a health indicator is distributed across the wealth distribution. RESULTS: Combined MDG coverage in SSA was 20%, and combined basic SDG coverage was 4%; an estimated 921 million people lacked basic SDG coverage. Relative measures of inequality were higher for combined basic SDG coverage than combined MDG coverage, but absolute inequality was lower. Rural combined basic SDG coverage was close to zero in many countries. CONCLUSIONS: Our estimates help to quantify the scale of progress required to achieve universal WASH access in low-income countries, as envisaged under the water and sanitation SDG. Monitoring and reporting changes in the proportion of the national population with access to water, sanitation and hygiene may be useful in focusing WASH policy and investments towards the areas of greatest need
Future of the music industries: Empowering the DIY artist through ICTs. A Habermasian view
Purpose â The aim of this paper is to examine the impact of the digital culture on the music industry through an analysis of official and unofficial websites, media reports and discussions with musicians. Research Design - A critical social theory approach is adopted to examine structures and processes related to communication between artists, fans, the media, as well as commercial and independent labels. We draw upon Habermasâ theory using the concept of âcommunicative actionâ to inform an analysis of three vignettes or short case studies. Findings - At first glance it would appear that technology has brought about greater opportunities for independent musicians to communicate, network, promote and distribute, which previously could not be widely published, and to organise against the commercial power of major labels (Majors). Limitations of the study - In many spheres of the music industries this âempowermentâ does not appear to be realised. For example, previous studies have shown that the domination of the Majors continues to impact on local music scenes to restrict and ultimately prevent the creative ideal deliver a situation that is necessary to empower independent musicians. Current media manipulation and corporate interests restrict and alienate independent musicians who often have more of an intellectual ownership and culture within their local music communities. Practical Implications - Although steps to enable improved visibility and cooperation have been made we are still a long way off musicians having a powerful enough voice to organise against the commercial power of the large labels and media conglomerates (e.g. Apple i-Tunes). The ideal speech situation remains elusive and the hegemonic state remains unchallenged. Social Implications - Music continues to be commodified and fans are increasingly constructed as âconsumersâ; the ultimate power remains in mass media and broadcasting rather than independent ânarrowcastâ and DIY artistry. Originality/value â This paper extends debate on the impact of the developing âdigital cultureâ focusing on independent musicians and the music industries. It raises issues for further research in this area
Recommended from our members
Use of the Internet by Health Professionals and Consumer Support Groups: a case analysis
This paper outlines case study research with Eye Believe a support group for patients who have had an eye removed usually (but not exclusively) due to ocular melanoma (cancer of the eye). It is a participative action research (PAR) project. The aim is to adopt a user-centric socio-technical approach to developing an online community to offer information and support to the group. The project will draw upon theories of knowledge creation and management through socialization, user participation in a health service context and the sociology of technology. In its initial stages the research was explorative. However, a conflict of interests immediately arose between the support group members and the health service representatives. Through this conflict it is anticipated that the research will now adopt a Critical Social Theory (CST) approach in aiming to empower the member\u27s of Eye Believe through their online community
More than Grants: How Funders Can Use Their Influence for Good
Trusts and foundations are increasingly looking to become agents of social change themselves as well as funders of itâasking themselves whether providing more than direct services might make more of a difference. Two common ways that funders do this are through providing support to help organisations develop their capacity, and by using a funder's influence to advocate for change. Here we focus on the latter, looking at influencing practices of funders from around the worldâexploring the methods that these take, the evidence for whether it works and how funders can approach impact measurement
- âŠ