基于深度学习的中文专利自动分类方法研究

[目的/意义] 面向当前国内专利审查和专利情报分析工作中对于海量专利分类的客观需求，设计了7种基于深度学习的专利自动分类方法，对比各种方法的分类效果，从而助力专利分类效率和效果的提升。[方法/过程] 针对传统机器学习方法存在的缺陷，基于Word2Vec、CNN、RNN、Attention机制等深度学习技术，考虑专利文本语序特征、上下文特征以及分类关键特征，设计Word2Vec+TextCNN、Word2Vec+GRU、Word2Vec+BiGRU、Word2Vec+BiGRU+TextCNN等7种深度学习模型，以中国专利为例，选取IPC主分类号的"部"作为分类依据，对比这7种模型与3种传统分类模型在中文专利分类任务中的效果。[结果/结论] 实证研究效果显示，采用考虑语序特征、上下文特征及强化关键特征的深度学习方法进行中文专利分类具有更优的分类效果。     

图书情报学领域学科交叉及其国家差异的动态分析

[目的/意义]领域知识的跨学科交叉研究能够打破学科间的壁垒,有助于发现重大科学问题的解决方案。[研究设计/方法]基于图书情报学领域文献题录信息构建轻量级领域知识图谱,从中提取学科信息、国家信息、时间信息及其关联,采用时间与空间相结合的多维度分析方法,对学科交叉的演化进程以及国家差异进行跟踪与分析。[结论/发现]图书情报学领域内学科交叉现象日渐显著,各国家的学科交叉程度与倾向存在差异,一些目前尚不突出的交叉学科方向值得关注。[创新/价值]采用多维度视角分析学科交叉现象,相关结论可以为国家科技战略制定及学科发展规划提供有益参考。     

A Bioethos for Bodies: Respecting a Priceless Resource

The value that willed body donors provide to medical education is priceless. Their precious gift helps to teach anatomy, spatial relationships between morphological structures, anatomical variation, and professionalism to medical students in a way that plastic models, podcasts, and lectures cannot. They are also an important resource for medical research and a wide variety of postgraduate training opportunities. While many body donation programs throughout the world are nonprofit organizations, there are body donation companies in the United States that sell donors for-profit. These “body brokers” have accumulated large profits from this business. It is incongruous that others would profit from such a priceless, freely donated gift. To prevent this incongruity, it is proposed that the international anatomical community develop a normative culture (a bioethos) for body donation programs. This would involve the conscious and systematic development of ethical principles for the day-to-day policies and practices of institutions that collect and use human bodies. With the development of this bioethos, a cultural shift in how donors are treated would occur and, over time, this would become the normal practice. These principles would become fundamental and foundational for the procurement and use of priceless human tissues.     

An analysis of review content and reviewer variables that contribute to review helpfulness

Review helpfulness is attracting increasing attention of practitioners and academics. It helps in reducing risks and uncertainty faced by users in online shopping. This study examines uninvestigated variables by looking at not only the review characteristics but also important indicators of reviewers. Several significant review content and two reviewer variables are proposed and an effective review helpfulness prediction model is built using stochastic gradient boosting learning method. This study derived a mechanism to extract novel review content variables from review text. Six popular machine learning models and three real-life Amazon review data sets are used for analysis. Our results are robust to several product categories and along three Amazon review data sets. The results show that review content variables deliver the best performance as compared to the reviewer and state-of-the-art baseline as a standalone model. This study finds that reviewer helpfulness per day and syllables in review text strongly relates to review helpfulness. Moreover, the number of space, aux verb, drives words in review text and productivity score of a reviewer are also effective predictors of review helpfulness. The findings will help customers to write better reviews, help retailers to manage their websites intelligently and aid customers in their product purchasing decisions.     

浅谈武术套路训练对青少年身心发展的影响

本文采用文献综述法和逻辑分析方法,通过对武术神、意、气与动作内外相结合,使身心达到愉悦、全面的发展。武术训练对人的力量、灵敏、柔韧等身体素质的发展都有良好影响,强健体魄,缓解压力,保持一个舒畅愉快的心情。武术套路的训练不仅能塑造强健的身体,而且也承载着道德文化修养和精神传承的历史重任,经过研究和调查,很多青少年通过武术套路训练,提高了其自身的身体素质和顽强不屈的精神品格。     

分层教学模式在高中体育教学中的运用

随着现代教育的不断推进,在阳光体育的背景下,体育备受教育部门和学校的关注。本文针对学校体育教学中存在的一些问题,结合学校体育的发展的特点,让分层教学模式走进学校体育的课堂,通过分层教学,打破了传统的"一锅煮"的教学模式,让不同层次的学生通过自己不懈的努力,体育成绩都能得到发展。通过这样的教学模式,不仅把学生的眼球吸引到体育教学的课堂,而且促进学生体育学习的积极性,使得体育课堂活起来,为学生的终身体育学习打下良好的基础。     

论竞技体育对学校体育的影响

举国体制下,竞技体育对我国群众体育和学校体育的发展有着重要的引领作用。在国家大力推进"体教融合"的今天,探究竞技体育对学校体育发展的影响显得尤为必要。据此,本研究分别从竞技体育对学校体育文化的影响、对学生人格发展的影响、对学校体育教学的影响3个角度进行了论述,旨在为促进我国体教融合,推动学校体育健康有序发展提供思路。     

我国开展女子十项全能运动的必要性及实施策略

运用献资料、逻辑归纳、对比分析、专家访谈等方法，分析奥运会田径项目发展趋势，指出男女田径项目设置将最终走向数量、形式上完全融合，提出我国提前开展女子十项全能运动的原因、意义及实施措施，旨在为我国田径运动更好地开展及竞技运动水平的快速提高提供参考依据。     

我国现阶段乡村农民体育观念的调查与研究

采用文献研究、下乡访谈、问卷调查、数理统计、多因素分析等方法,以我国20个省、区、市部分农民(户)为研究对象,对他们参与全民健身、享受体育的现状进行调查,力求探索出一条以城市带动乡村来提高我国整体体育人口比例的道路。研究结果显示:我国9亿农民在富民政策指引下,92％基本解决“温饱”问题。“温饱”之后思什么?农民是否愿意在自己农闲时间中给体育留有一席之地?他们对健康的渴求、精神的愉悦、消费的倾向如何?需要全社会来引导与关注。     

学校体育对中小学生心理健康教育影响作用探讨

通过文献资料研究、社会调查、专家访谈和比较分析等研究方法，对我国部分地区中小学生心理健康状况进行了调查分析，并运用体育学、保健学、教育学和心理学等学科理论知识与研究成果，探讨了学校体育对中小学生心理健康教育影响的积极效应与促进作用。