Temporal-Spatial Neighborhood Enhanced Sparse Autoencoder for Nonlinear Dynamic Process Monitoring

Economic performance evaluation of community health service centers: a DEA-based cross-efficiency study

Health is a basic need for human survival and development. To achieve the goal of access to basic medical and health services for everyone, the operational performance of the health industry should be improved, and the allocation of resources in the health industry should be optimized. Because of this, we conduct an empirical analysis to evaluate the performance of community health service centers using cross-evaluation. In this study, we apply the data envelopment analysis (DEA) cross-efficiency model to empirically analyze the performance of 9 local community health service centers in Hefei, China. Through the empirical study, we obtain the following research results. (1) Haitang has the best performance among all community health service centers, whereas Sanxiaokou is the worst. (2) The performance of more than half of the community health service centers is significantly imbalanced. (3) Bozhoulu and Lindian do not perform well in all dimensions, that is, they have an imbalanced development. (4) Shuanggang is balanced but does not perform well in all dimensions. We conduct an empirical analysis with real-world data from 9 local community health service centers using the classical DEA cross-efficiency model and compare the results of the cross-efficiency (cross-evaluation) and CCR efficiency (self-evaluation) to better understand each community health service center's performance.

Role of e-commerce and resource utilization for sustainable business development: goal of economic recovery after Covid-19

This study seeks to granularly document the fundamental aspects of the pandemic and its effect on the global scale and environmental steadiness. Structural equation modeling (SEM) is therefore utilized to analyze these constructs. The study results show that the pathway coefficient for the parameters, such as health awareness, naturalism, mediation, personal development, sustainability, sociability, empathy, and cooperation, illustrates that the parameters directly impact pandemic control and management. At the same time, the lockdown and social distance rules attain dire consequences on the “conventional” retail property sector. It might speed up the evolution procedure of different conduits retail plus the channel coupling performance of physical stores and, hence, cause changes in urban areas–retail sector. The pandemic isn’t necessarily leading to the shutdown of retail stores. Nonetheless, it might have a meaningful effect on the retail estate enterprise business. The results show a requirement for the rapid physical shop repositioning performance of different channels firms. The study presents a meaningful understanding and demonstrates many consequences for the retailers, Landlords, and equally policy crafting components tackling urban regeneration plus local economic advancement within the post-covid phase.