Deep neural networks have become the state-of-the-art models in numerous machine learning tasks. However, general guidance to network architecture design is still missing. In our work, we bridge deep neural network design with numerical differential equations. We show that many effective networks, such as ResNet, PolyNet, FractalNet and RevNet, can be interpreted as different numerical discreti...

Abstraci Quality of service (QoS) provisioning and location management (LM) in celldar networks are solved separately in previous work. For realistic network environments, we have propoaed a framework of combining QoS provisioning and LM by nsing all available user mobility information. In this paper, we present performance evalmations to show that this framework can yield more elcient solution...

social learning and knowledge generation are two key factors to achieve successful natural resources co-management. social learning can be beneficial by broadcasting and transmitting experiences and problem solving ideas in a group of people. social learning networks can transmit knowledge and experiences from one node to another in the network. social learning can produce a suitable learning a...

OBJECTIVE Over 40-million Americans are undiagnosed, misdiagnosed, or untreated for sleep disorders. Despite the growing need to integrate sleep medicine knowledge into the medical education curriculum, educational leaders have struggled to incorporate contemporary medical topics such as sleep medicine into the already packed curricula. We set out to examine the efficacy of an online, self-pace...

BACKGROUND Laparoscopic myomectomy (LM) is technically difficult and time consuming procedure that requires surgical skill and modifications. The aim of this study was to assess factors which affect operative times in LM. METHODS From March 2003 to June 2007, 174 women, who underwent LM for symptomatic myomas, were enrolled. Standard LM was performed in the first 4 years and simultaneous morc...

The low ability of CT is a problem that occurs in class VIII students SMPN 1 Kendari. One reason the application inappropriate LM. Treffinger's LM learning by inviting to think creatively solving problems based on facts around them come up with various ideas and choose solutions. purpose this study was develop mathematical skills junior high school students. Class Kendari as population consists...

Lean manufacturing is an extended version of the Toyota Production System (TPS). It was highlighted as the best practice in the 21st century. Therefore, top and senior management in manufacturing firms are encouraged to adopt and adapt lean principles and practices in running their respective firms. The main objective of this paper is to investigate the extent of lean manufacturing perception a...