Web document summarization by exploiting social context with matrix co-factorization     

Minh-Tien Nguyen  Viet Cuong Tran  Xuan Hoai Nguyen  Le-Minh Nguyen 《Information processing & management》2019,56(3):495-515

In the context of social media, users usually post relevant information corresponding to the contents of events mentioned in a Web document. This information posses two important values in that (i) it reflects the content of an event and (ii) it shares hidden topics with sentences in the main document. In this paper, we present a novel model to capture the nature of relationships between document sentences and post information (comments or tweets) in sharing hidden topics for summarization of Web documents by utilizing relevant post information. Unlike previous methods which are usually based on hand-crafted features, our approach ranks document sentences and user posts based on their importance to the topics. The sentence-user-post relation is formulated in a share topic matrix, which presents their mutual reinforcement support. Our proposed matrix co-factorization algorithm computes the score of each document sentence and user post and extracts the top ranked document sentences and comments (or tweets) as a summary. We apply the model to the task of summarization on three datasets in two languages, English and Vietnamese, of social context summarization and also on DUC 2004 (a standard corpus of the traditional summarization task). According to the experimental results, our model significantly outperforms the basic matrix factorization and achieves competitive ROUGE-scores with state-of-the-art methods.  相似文献   

上海市公共体育设施建设效应评价研究          下载免费PDF全文

李陈 《体育科研》2019,(2):21-32

上海市公共体育设施建设的主要矛盾是市民日益增长的多元化体育需求和公共体育设施建设不平衡、不充分发展之间的矛盾。作为迈向卓越的全球城市，上海正为向市民提供多元化需求的公共体育设施而努力。本文根据“30分钟体育生活圈”的要求，对上海市公共体育设施建设效应进行研判，得出：（1）上海市公共体育设施布局呈现等级性，空间上呈现“中心-外围”特征，形成了“市-区-街道”三级空间尺度的公共体育设施空间布局。（2）上海市公共体育设施空间布局与人口密度分布呈正相关关系。健身点密度、市民球场、市民健身房、市民健身步道与人口密度分布呈现较强的正相关关系；农民健身工程与人口密度分布呈现较强的负相关关系。（3）上海市公共体育设施密度区域差异显著。公共体育设施建设正处于数量增加向质量提升的过渡阶段，正建设与卓越的全球城市和社会主义国际化大都市相匹配的公共体育设施与配套服务。（4）上海市公共体育设施建设总体评价较好，但存在难以满足多元化需求等问题。调查显示，居民对上海市公共体育设施建设的总体评价较好，满意度评价较高，但未满足个性化、多元化需求，在软件环境建设上仍有很大提升空间。  相似文献   

体育专业大学生课堂学习体验与反思     

毛雪晨 《河北体育学院学报》2020,34(2):74-79

运用文献资料法、调查法、访谈法和统计法等,对体育专业大学生课堂学习体验进行调查分析。结果显示,较非体育生,体育生专业认同感较强,学校认同感较高,学习目标设置比例较高而计划实施水平不高,体育生与非体育生均以外生学习动机为主,学习投入水平不高且学习问题较多;对于当前的教学形式与方法、教学内容、教师、作业、成绩评价和奖学金评定也都有新的要求。提出,课堂教学需在内容、方法、形式上进行改革,增强教学的互动性,教学内容尽量满足学生求知需求,教师要多关心关注学生,布置作业要兼顾难度和趣味性,注重教师魅力塑造,建立形成性学习评价为主的成绩评价体系及多元化的奖学金评定体系,为推动大学体育专业教学改革提供参考。  相似文献   

线上线下混合式教学模式在“药物分析”教学中的应用探索     

韦林洪  丁娟芳  于智勇 《扬州教育学院学报》2020,(1):84-86,91

线上线下混合式教学是传统教学和信息化教学相结合的一种新型教学模式,它克服了传统教学“满堂灌”的现象,能够调动学生学习的积极性、主动性和创造性,受到教育工作者的广泛关注。本文从线上线下混合式教学的设计与组织、教学过程的质量监控、教学评价体系的构建和教学反思四个方面探索了线上线下混合式教学模式在“药物分析”教学中的应用与实践,为高职院校线上线下混合式教学的应用提供思路。  相似文献   

功能性动作筛查的研究进展述评     

张瑞杰  刘传奇  杨光  王军利 《首都体育学院学报》2020,(1):35-39,62

对功能性动作筛查(FMS)的国内外研究进行梳理,理清其发展脉络与研究动态。可以认为:在FMS的有效性、一致性、准确性等方面研究成果较多,但有关各类人群损伤风险临界值的确定、评分标准及与个体运动能力的相关性等研究领域仍处于停滞状态。除部分专业运动员之外,不同职业或年龄人群的评估研究数量仍偏少,而且评价缺乏相应的标准。结论:需要明确不同人群的FMS评价标准,进一步检验其损伤风险评估的临界值,重视不同人群的评价得分与训练反馈信息,为完善与推广FMS提供理论参考。  相似文献   

Uncharted territory and extraordinary times: the SENCo's experiences of leading special education during a pandemic in England     

Tristan Middleton  Lynda Kay 《British Journal of Special Education》2021,48(2):212-234

This research focuses on the impact of the context of Covid-19 on the role of the SENCo in English schools. The SENCo's role is a contested field; however, the current Special Educational Needs Code of Practice identifies 11 key areas of SENCos' work. A widely distributed survey was used to access the voice of SENCos across the country, and received 26 responses. Data were analysed using a realistic evaluation framework to identify the impact of Covid-19 on the work of the SENCo. The research indicated that practice in this context had changed in some key areas, and also identified three new aspects of the SENCo role. These point to the need to revise policy and guidance relating to the SENCo being part of the senior leadership team, providing emotional support for adults, and engaging in practical pedagogical activities.  相似文献   

Early career mathematics teachers: Concepts,methods, and strategies for comparative international research     

《Teaching and Teacher Education》2020

In this article, we report on the challenges entailed in the development of concepts, methods, and strategies for designing and implementing a cross-national research study of the first-years of school-mathematics teaching, including an exploration of how beginning mathematics teachers differ in their preparation, knowledge for teaching, teaching practice, working conditions, and pupil characteristics. The study was designed as a proof-of-concept for a study of teaching and teacher education to be implemented by educationalists, teacher educators, and early career teachers as an ongoing professional endeavor. Primary among the challenges was the development of the sampling design and the construction of measures.  相似文献   

COVID-19, digital privacy,and the social limits on data-focused public health responses     

《International Journal of Information Management》2020

The implementation of digital contact tracing applications around the world to help reduce the spread of the COVID-19 pandemic represents one of the most ambitious uses of massive-scale citizen data ever attempted. There is major divergence among nations, however, between a “privacy-first” approach which protects citizens’ data at the cost of extremely limited access for public health authorities and researchers, and a “data-first” approach which stores large amounts of data which, while of immeasurable value to epidemiologists and other researchers, may significantly intrude upon citizens’ privacy. The lack of a consensus on privacy protection in the contact tracing process creates risks of non-compliance or deliberate obfuscation from citizens who fear revealing private aspects of their lives – a factor greatly exacerbated by recent major scandals over online privacy and the illicit use of citizens’ digital information, which have heightened public consciousness of these issues and created significant new challenges for any collection of large-scale public data. While digital contact tracing for COVID-19 remains in its infancy, the lack of consensus around best practices for its implementation and for reassuring citizens of the protection of their privacy may already have impeded its capacity to contribute to the pandemic response.  相似文献   

普通高校体育教学评价多元化模式分析     

高航 《体育科技文献通报》2020,(4):82-82,84

体育教学评价本身是体育教学中不可或缺的部分,同时也有利于对体育教学的质量进行相对科学、合理的评估。对于体育教学改革而言,完善教学理论研究,采取多元化评价模式已成为未来改革的重要方向,同时制订专业的教学评价指标体系,从模型构建的过程中探究其具体应用方法。  相似文献   

Assessing library topics using sentiment analysis in R: a discussion and code sample     

Brady D. Lund 《Public Services Quarterly》2020,16(2):112-123

Abstract

This article discusses the use of R programing language for executing a sentiment analysis of tweets pertaining to library topics. This discussion is situated within the literature of marketing and management sciences, which is employing methods of machine learning and business intelligence to make informed decision-making, and library administration, which has expressed great interest in social media engagement within its literature but has yet to adopt these types of analysis. Presented in this article is a sample code with instructions on how users may execute it within R to retrieve and analyze tweets relevant to library services. Two examples created using the code (analysis of top librarians’ tweets and analysis of posts about major book publishers) are used to demonstrate the functionality of the code. The code presented in this article may be used by libraries to analyze tweets about their library and library-related topics, which, in turn, may inform management and marketing design.  相似文献