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71.
Many machine learning algorithms have been applied to text classification tasks. In the machine learning paradigm, a general inductive process automatically builds a text classifier by learning, generally known as supervised learning. However, the supervised learning approaches have some problems. The most notable problem is that they require a large number of labeled training documents for accurate learning. While unlabeled documents are easily collected and plentiful, labeled documents are difficultly generated because a labeling task must be done by human developers. In this paper, we propose a new text classification method based on unsupervised or semi-supervised learning. The proposed method launches text classification tasks with only unlabeled documents and the title word of each category for learning, and then it automatically learns text classifier by using bootstrapping and feature projection techniques. The results of experiments showed that the proposed method achieved reasonably useful performance compared to a supervised method. If the proposed method is used in a text classification task, building text classification systems will become significantly faster and less expensive. 相似文献
72.
Cho JY Hwang DY Kang TS Shin DH Hwang JH Lim CH Lee SH Lim HJ Min SH Seo SJ Song YS Nam KT Lee KS Cho JS Kim YK 《Journal of sports sciences》2003,21(11):943-951
In its late stage, Alzheimer's disease results in progressive muscle weakness in the arms and legs. The aim of this study was to determine whether mice expressing the skeletal muscle-specific mutant PS2 gene (a model of Alzheimer's disease) are a useful experimental system to study the protective effect of exercise on A beta-42 reduction, improvement of behavioural function and changes in metabolic parameters. With this aim in mind, the transgenic mice were subjected to treadmill exercise for 3 months. The results showed that in transgenic mice, but not in normal mice, treadmill exercise resulted in a reduction of A beta-42 deposits and an improvement in behavioural function, thereby restoring normal concentrations of total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol and triglyceride. Thus, exercise may represent a practical therapeutic strategy for use with human patients with Alzheimer's disease. 相似文献
73.
Eunjin Seo Erika A. Patall Marlone D. Henderson Rebecca R. Steingut 《Journal of Experimental Education》2018,86(3):386-401
Self-set goals, selected by students for themselves, have known motivational benefits leading to increased autonomy and intrinsic motivation. In spite of the motivational benefits, students often fail to accomplish self-set goals because they lack the social motivator ascribed to assigned goals. The purpose of this research was to investigate methods of increasing students' commitments to self-set goals using implementation intentions: plans for when, where, and how to work toward a goal. The results of two studies revealed that implementation intentions increased students' performance on self-set goals relative to assigned goals through enhanced goal commitment and effort. Our findings suggest that the positive effects of self-set goals are greater when they are coupled with implementation intentions. 相似文献
74.
Hyunjin Seo 《Visual Communication Quarterly》2014,21(3):150-161
This study analyzed images posted to Twitter by the Israel Defense Forces and Hamas' Alqassam Brigades during the November 2012 Gaza conflict to understand aspects of visual propaganda in the age of social media and online social networking. Content analysis was conducted to identify themes and frames prominently appearing in a total of 243 Twitter images posted by the two sides during a two-month period. Resistance and unity were the most prominent themes in the images posted by Israel and causalities of civilians and resistance were most prominent in Hamas-posted images. The majority of the Israeli images featured the analytical propaganda frame whereas the emotional propaganda frame was dominant in Hamas images. 相似文献
75.
Herein, we present a large-area 3D hemispherical perforated microwell structure for a bead based bioassay. Such a unique microstructure enables us to perform the rapid and stable localization of the beads at the single bead level and the facile manipulation of the bead capture and retrieval with high speed and efficiency. The fabrication process mainly consisted of three steps: the convex micropatterned nickel (Ni) mold production from the concave micropatterned silicon (Si) wafer, hot embossing on the polymer matrix to generate the concave micropattened acrylate sheet, and reactive ion etching to make the bottom holes. The large-area hemispherical perforated micropatterned acrylate sheet was sandwiched between two polydimethylsiloxane (PDMS) microchannel layers. The bead solution was injected and recovered in the top PDMS microchannel, while the bottom PDMS microchannel was connected with control lines to exert the hydrodynamic force in order to alter the flow direction of the bead solution for the bead capture and release operation. The streptavidin-coated microbead capture was achieved with almost 100% yield within 1 min, and all the beads were retrieved in 10 s. Lysozyme or thrombin binding aptamer labelled microbeads were trapped on the proposed bead microarray, and the in situ fluorescence signal of the bead array was monitored after aptamer-target protein interaction. The protein-aptamer conjugated microbeads were recovered, and the aptamer was isolated for matrix assisted laser desorption/ionization time-of-flight mass spectrometry analysis to confirm the identity of the aptamer. 相似文献
76.
Comics are powerful visual messages that convey immediate visceral meaning in ways that conventional texts often cannot. This article's authors created comic strips to teach anatomy more interestingly and effectively. Four-frame comic strips were conceptualized from a set of anatomy-related humorous stories gathered from the authors' collective imagination. The comics were drawn on paper and then recreated with digital graphics software. More than 500 comic strips have been drawn and labeled in Korean language, and some of them have been translated into English. All comic strips can be viewed on the Department of Anatomy homepage at the Ajou University School of Medicine, Suwon, Republic of Korea. The comic strips were written and drawn by experienced anatomists, and responses from viewers have generally been favorable. These anatomy comic strips, designed to help students learn the complexities of anatomy in a straightforward and humorous way, are expected to be improved further by the authors and other interested anatomists. 相似文献