This paper considers variable selection in additive quantile regression based on group smoothly clipped absolute deviation (gSCAD) penalty. Although shrinkage variable selection in additive models with least-squares loss has been well studied, quantile regression is sufficiently different from mean regression to deserve a separate treatment. It is shown that the gSCAD estimator can correctly identify the significant components and at the same time maintain the usual convergence rates in estimation. Simulation studies are used to illustrate our method. 相似文献
This article will consider the current development of an emerging contract culture for the delivery of social services and its impact on disabled people in China. The discussion is based on an original qualitative study in Shanghai. The past 30 years have seen dramatic changes in China, which in parts have led to improvements in the lives of disabled people. The China Disabled Persons’ Federation (CDPF) became a key player in delivering these changes with the government. However, the CDPF is being criticized by disabled people for being too bureaucratic and not being effective enough in its delivery of services. One of its responses is to work with newly emerging not-for-profit organizations (NPOs) of and for disabled people. The CDPF has now begun to contract the delivery of some services to such NPOs. It is hoped that this may improve their effectiveness but the development of a contract culture in the delivery of services for disabled people may also be seen to pose a threat. 相似文献
VOLUNTAS: International Journal of Voluntary and Nonprofit Organizations - The Chinese government and human service NPOs are joining the bandwagon of service contracting with enthusiasm. Although... 相似文献
Objective: The aim of this study was to analyze the age-related recession trajectory of reproductive health indices in middle-aged and elderly Chinese men.
Methods: A population-based cross-sectional study was conducted in Jiashan County, Zhejiang in 2012. Healthy men between 40 and 80 years of age were considered eligible for the study. Physical examination and the sex hormones were measured. The subjects were assessed based on the 5-item version of the International Index of Erectile Function (IIEF-5) for Erectile Dysfunction (ED), and Aging Males’ Symptoms (AMS) scale for Symptomatic Late-Onset Hypogonadism (SLOH).
Results: TG showed a decrease at age 60 years. Testis volume and TT did not show significant difference among the four age groups; cFT began to decrease at age 50 years and Bio-T decreased faster at age 50 years. SHBG and LH increased faster at age 50 and 70 years, respectively. IIEF5 score decrease faster at age 60 years. AMS scores increased faster at age 70 years. With the increase in age, the symptoms of ED and SLOH became severer.
Conclusion: Different indices on reproductive health of men showed turning points at different ages. At first, androgenic sex hormones decreased faster, and then erectile dysfunction got severer, and the last overall male syndromes declined. 相似文献