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31.
Frank Z. Xing Filippo Pallucchini Erik Cambria 《Information processing & management》2019,56(3):554-564
Sentiment lexicons are essential tools for polarity classification and opinion mining. In contrast to machine learning methods that only leverage text features or raw text for sentiment analysis, methods that use sentiment lexicons embrace higher interpretability. Although a number of domain-specific sentiment lexicons are made available, it is impractical to build an ex ante lexicon that fully reflects the characteristics of the language usage in endless domains. In this article, we propose a novel approach to simultaneously train a vanilla sentiment classifier and adapt word polarities to the target domain. Specifically, we sequentially track the wrongly predicted sentences and use them as the supervision instead of addressing the gold standard as a whole to emulate the life-long cognitive process of lexicon learning. An exploration-exploitation mechanism is designed to trade off between searching for new sentiment words and updating the polarity score of one word. Experimental results on several popular datasets show that our approach significantly improves the sentiment classification performance for a variety of domains by means of improving the quality of sentiment lexicons. Case-studies also illustrate how polarity scores of the same words are discovered for different domains. 相似文献
32.
We report a multidimensional test that examines middle grades teachers’ understanding of fraction arithmetic, especially multiplication and division. The test is based on four attributes identified through an analysis of the extensive mathematics education research literature on teachers’ and students’ reasoning in this content area. We administered the test to a national sample of 990 in‐service middle grades teachers and analyzed the item responses using the log‐linear cognitive diagnosis model. We report the diagnostic quality of the test at the item level, mastery classifications for teachers, and attribute relationships. Our results demonstrate that, when a test is grounded in research on cognition and is designed to be multidimensional from the onset, it is possible to use diagnostic classification models to detect distinct patterns of attribute mastery. 相似文献
33.
34.
Glenda A. Gunter Robert F. Kenny Erik H. Vick 《Educational technology research and development : ETR & D》2008,56(5-6):511-537
We are witnessing a mad rush to pour educational content into games in an ad hoc manner in hopes that player/learners are motivated simply because the content is housed inside a game. A failure to base educational game design on well-established learning and instructional theories increases the risk of the game failing to meet its intended educational goals, and yielding students who are entertained but who have not acquired any academic skills or knowledge. Our review of standalone educational games has shown that they are not always based on sound educational principles and theories. We contend that, if academic learning is to take place, a new design paradigm must be developed. This article discusses the RETAIN design and evaluation model for educational games that was developed to aide in the evaluation of how well academic content is endogenously immersed and embedded within the game’s fantasy and story context, promoters transfer of knowledge, and encourages repetitive usage to that content becomes available for use in an automatic way. 相似文献
35.
This article presents the results of a single case study from a cooperation school in the Netherlands. A cooperation school is the result of a merger between a public and a denominational school. Pupils from secular and religious backgrounds meet in the classroom. This religious diversity in this school is explored by an empirical research study. The research question was how key values of the school and of its teachers are exerted in religious education. Content analysis of interviews and videos of the ‘moment of contemplation’ show that there is a discrepancy between the school values and the practice of this moment. Conclusions concerning a social and a substantive perspective are drawn in the light of theoretical insight concerning diversity in religious education. 相似文献
36.
Brian Byrne William L. Coventry Richard K. Olson Jacqueline Hulslander Sally Wadsworth John C. DeFries Robin Corley Erik G. Willcutt Stefan Samuelsson 《Journal of Research in Reading》2008,31(1):8-21
As part of a longitudinal twin study of literacy and language, we conducted a behaviour‐genetic analysis of orthographic learning, spelling and decoding in Grade 2 children (225 identical and 214 fraternal twin pairs) in the United States and Australia. Each variable showed significant genetic and unique environment influences. Multivariate analyses revealed very high genetic correlations among the variables, indicating that the same genes are involved in their aetiology. These genes are partly independent of those contributing to intelligence. A further analysis indicated that the covariation between decoding and orthographic learning is mediated by shared genes rather than by a direct causal path. The authors argue that a learning parameter, most directly assessed by orthographic learning in this study, underlies all three literacy variables. The results are also discussed in relation to Share's self‐teaching hypothesis, which may require modification. 相似文献
37.
学龄前双语聋童课堂教学评析 总被引:1,自引:1,他引:0
近年来,欧美一些国家积极倡导聋童双语教育,我国也于十年前开始聋童双语教育实验.最近由中国和挪威研究人员组成研究小组,对某省5所聋校进行了学龄前双语班课堂教学评估,重在分析课堂中教师与儿童的互动水平.研究将课堂教学行为分为不同类型,进行定时观察记录,并结合访谈和现场观察等方法共同分析.研究认为,教师在课堂中具有高控制性,儿童与教师、儿童与儿童之问语言交流空间少,聋人教师未能充分发挥作用,不同学校之间存在明显差异. 相似文献
38.
This study examined indirect associations of MyTeachingPartner coaching with pre-K students’ (N = 1,570; 73% low income) school readiness, via improvements of teachers’ (N = 393; 47% Black; 41% Head Start) classroom interactions. Data were collected across 2008–2009 and 2009–2010 in 10 urban sites across the eastern United States. The number of completed coaching cycles was examined as a predictor of teacher–student interactions, as were direct or indirect associations with students’ literacy, receptive language, and working memory skills. Significant findings indicated that teachers engaged in more feedback cycles showed greater improvements in instructional interactions, in turn predicting greater increases in students’ early literacy and working memory. Results confirm the theory of change for coaching and an ecological-developmental conceptualization of school readiness. 相似文献
39.
Research in Science Education - The meaning-making practices of science are multimodal and include representational forms such as spoken and written language, diagrams, graphs, equations, and... 相似文献
40.
The purpose of this paper is to examine whether the technical universities have been more successful in facilitating the spillover and commercialization of knowledge. We compare the impact of technical and general universities on the performance of knowledge-based firms. Based on a unique data set consisting of publicly held high technology firms, the empirical evidence suggests that, in fact, firm performance is not influenced by the type of university. Technical universities do not have a differential impact on firm performance from more general universities. 相似文献