This white paper explores three popular development methodologies for network softwarization: DevOps, NetOps, and Verification. The paper compares and contrasts the strengths and weaknesses of each approach and provid...This white paper explores three popular development methodologies for network softwarization: DevOps, NetOps, and Verification. The paper compares and contrasts the strengths and weaknesses of each approach and provides recommendations for organizations looking to adopt network softwarization.展开更多
Evaluating care pathways, strengthening patient education, developing staff’s patient education skills, and improving collaboration between primary and special healthcare workers are all topical challenges. Successfu...Evaluating care pathways, strengthening patient education, developing staff’s patient education skills, and improving collaboration between primary and special healthcare workers are all topical challenges. Successful patient education requires seamless cooperation across organizational boundaries throughout the whole nursing process. The aim of this study is to describe participants’ experiences of development work between primary and special health care units on patient education. In this qualitative descriptive study twenty four health care workers who took part in development work in a collaborative project of special and primary health care service in northern Finland were interviewed when they had nine months’ experience of the development work. The material was analysed using content analysis. Experiences of the nature of development work were described using the following categories: attachment to development work, delight in participation, factors supporting success and challenges of development work. Improvement of co-operation between special and primary health service is a topical challenge. Participation in development work offers occupational learning opportunities. Evaluation and development of own work strengthens staff members’ occupational know-how. The results of this research may be utilized in the planning and execution of development work in the field of health care.展开更多
搜索并重用相关代码可以有效提高软件开发效率。基于深度学习的代码搜索模型通常将代码片段和查询语句嵌入同一向量空间,通过计算余弦相似度匹配并输出相应代码片段;然而大多数模型忽略了代码片段与查询语句间的协同信息。为了更全面地...搜索并重用相关代码可以有效提高软件开发效率。基于深度学习的代码搜索模型通常将代码片段和查询语句嵌入同一向量空间,通过计算余弦相似度匹配并输出相应代码片段;然而大多数模型忽略了代码片段与查询语句间的协同信息。为了更全面地表征语义信息,提出一种基于协同融合的代码搜索模型BofeCS。首先,采用BERT(Bidirectional Encoder Representations from Transformers)模型提取输入序列的语义信息并将它表征为向量;其次,构建协同融合网络提取代码片段和查询语句间分词级的协同信息;最后,构建残差网络缓解表征过程中的语义信息丢失。为验证BofeCS的有效性,在多语言数据集CodeSearchNet上进行实验。实验结果表明,相较于基线模型UNIF(embedding UNIFication)、TabCS(Two-stage attention-based model for Code Search)和MRCS(Multimodal Representation for neural Code Search),BofeCS的平均倒数排名(MRR)、归一化折损累计增益(NDCG)和前k位成功命中率(SR@k)均有显著提高,其中MRR值分别提升了95.94%、52.32%和16.95%。展开更多
文摘This white paper explores three popular development methodologies for network softwarization: DevOps, NetOps, and Verification. The paper compares and contrasts the strengths and weaknesses of each approach and provides recommendations for organizations looking to adopt network softwarization.
文摘Evaluating care pathways, strengthening patient education, developing staff’s patient education skills, and improving collaboration between primary and special healthcare workers are all topical challenges. Successful patient education requires seamless cooperation across organizational boundaries throughout the whole nursing process. The aim of this study is to describe participants’ experiences of development work between primary and special health care units on patient education. In this qualitative descriptive study twenty four health care workers who took part in development work in a collaborative project of special and primary health care service in northern Finland were interviewed when they had nine months’ experience of the development work. The material was analysed using content analysis. Experiences of the nature of development work were described using the following categories: attachment to development work, delight in participation, factors supporting success and challenges of development work. Improvement of co-operation between special and primary health service is a topical challenge. Participation in development work offers occupational learning opportunities. Evaluation and development of own work strengthens staff members’ occupational know-how. The results of this research may be utilized in the planning and execution of development work in the field of health care.
文摘搜索并重用相关代码可以有效提高软件开发效率。基于深度学习的代码搜索模型通常将代码片段和查询语句嵌入同一向量空间,通过计算余弦相似度匹配并输出相应代码片段;然而大多数模型忽略了代码片段与查询语句间的协同信息。为了更全面地表征语义信息,提出一种基于协同融合的代码搜索模型BofeCS。首先,采用BERT(Bidirectional Encoder Representations from Transformers)模型提取输入序列的语义信息并将它表征为向量;其次,构建协同融合网络提取代码片段和查询语句间分词级的协同信息;最后,构建残差网络缓解表征过程中的语义信息丢失。为验证BofeCS的有效性,在多语言数据集CodeSearchNet上进行实验。实验结果表明,相较于基线模型UNIF(embedding UNIFication)、TabCS(Two-stage attention-based model for Code Search)和MRCS(Multimodal Representation for neural Code Search),BofeCS的平均倒数排名(MRR)、归一化折损累计增益(NDCG)和前k位成功命中率(SR@k)均有显著提高,其中MRR值分别提升了95.94%、52.32%和16.95%。
