• Title/Summary/Keyword: Use intention

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A Spam Filter System Based on Maximum Entropy Model Using Co-training with Spamminess Features and URL Features (스팸성 자질과 URL 자질의 공동 학습을 이용한 최대 엔트로피 기반 스팸메일 필터 시스템)

  • Gong, Mi-Gyoung;Lee, Kyung-Soon
    • The KIPS Transactions:PartB
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    • v.15B no.1
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    • pp.61-68
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    • 2008
  • This paper presents a spam filter system using co-training with spamminess features and URL features based on the maximum entropy model. Spamminess features are the emphasizing patterns or abnormal patterns in spam messages used by spammers to express their intention and to avoid being filtered by the spam filter system. Since spammers use URLs to give the details and make a change to the URL format not to be filtered by the black list, normal and abnormal URLs can be key features to detect the spam messages. Co-training with spamminess features and URL features uses two different features which are independent each other in training. The filter system can learn information from them independently. Experiment results on TREC spam test collection shows that the proposed approach achieves 9.1% improvement and 6.9% improvement in accuracy compared to the base system and bogo filter system, respectively. The result analysis shows that the proposed spamminess features and URL features are helpful. And an experiment result of the co-training shows that two feature sets are useful since the number of training documents are reduced while the accuracy is closed to the batch learning.

A Study of Management and Satisfaction for Home Visiting Physical Therapy (가정 방문물리치료에 대한 운영방안 및 만족도 연구)

  • Ahn, Chang-Sik;Yu, Won-Jong
    • Journal of the Korean Society of Physical Medicine
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    • v.7 no.3
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    • pp.241-250
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    • 2012
  • Purpose : The this study was performed to purpose the data basis of medical law revision for home visiting physical therapy established as a legal system in hone visiting health care by researching the need, satisfaction, intention to use, management, expected effects. Methods : We were surveyed for 105 patients who was participated business from home visiting health care in community health center. We choose and modified the questionnaire that was used in previous study about home visiting physical therapy and home visiting program for nurses. The questionnaire was consisted of 4 questions of general characteristics of subject, 6 questions of satisfaction, 4 questions of satisfaction of service status, 2 questions of management. And frequency analysis, ANOVA were used for statically analysis. Results : In general satisfaction, satisfaction of service status, the result were very optimistic, but there were no difference by age. In management, participations of 64.8% was answered to within three years of clinical experence and trained in home visiting physical therapy ask on qualification criteria of physical therapists, and participations of 93.3% was answered to once a week ask on desired number of therapy. Conclusion : In our conclusion, home visiting physical therapy is very useful and effective health care system for satisfaction and need, so home visiting physical therapy expected to have great potential in home visiting health care. In addition, by train to home visiting physical therapist for provide professional physical therapy service provide an institutional base which can be expanded and invigorated home visiting physical therapy.

Factors affecting Problematic Drinking of Male College Students in the Gyeongnam Area (경남지역 일부 남자대학생의 문제음주에 영향을 미치는 요인)

  • Seo, Eunhee
    • The Korean Journal of Food And Nutrition
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    • v.30 no.5
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    • pp.867-879
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    • 2017
  • This study investigated the factors affecting problematic drinking amongst the male university students of the Changwon area (n=367). The participants were divided into 3 groups, and undertook the self-report questionnaire survey. Based on the AUDIT (Alcohol Use Disorders Identification Test) guidelines, problematic drinking were rated as 'no problem' (28.8%), 'at-risk drinking' (41.7%), and 'alcohol abuse' (29.5%). Our study revealed that students living alone, indulged in more club activities, and drank more than 3 cans of carbonated drinks a day; this was significantly high on the AUDIT score (p<0.05). Participation in education was significantly higher (p<0.05), but intention to reduce the monthly alcohol consumption was significantly lower (p<0.001) in the alcohol abuse group. Recognition level of drinking cultures, drinking habits, AUDIT, and nicotine dependence were significantly higher in the alcohol abuse group (p<0.001). Recognition level of drinking cultures and nicotine dependence by the FTND (Fagerstrom Test for Nicotine Dependence) positively correlated with problematic drinking, whereas dietary guidelines and self-esteem showed a negative correlation with problematic drinking (p<0.05). Based on the results of multiple linear regression analysis, the factors affecting problematic drinking were recognition level of drinking cultures (${\beta}=0.47$, p<0.001) and nicotine dependence (${\beta}=0.23$, p<0.001). We conclude that implementation of health education for university students, would aid in rectifying the incorrect perception of drinking. Furthermore, both drinking and smoking should be considered simultaneously.

Optimal EEG Channel Selection using BPSO with Channel Impact Factor (Channel Impact Factor 접목한 BPSO 기반 최적의 EEG 채널 선택 기법)

  • Kim, Jun-Yeup;Park, Seung-Min;Ko, Kwang-Eun;Sim, Kwee-Bo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.22 no.6
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    • pp.774-779
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    • 2012
  • Brain-computer interface based on motor imagery is a system that transforms a subject's intention into a control signal by classifying EEG signals obtained from the imagination of movement of a subject's limbs. For the new paradigm, we do not know which positions are activated or not. A simple approach is to use as many channels as possible. The problem is that using many channels causes other problems. When applying a common spatial pattern (CSP), which is an EEG extraction method, many channels cause an overfit problem, in addition there is difficulty using this technique for medical analysis. To overcome these problems, we suggest a binary particle swarm optimization with channel impact factor in order to select channels close to the most important channels as channel selection method. This paper examines whether or not channel impact factor can improve accuracy by Support Vector Machine(SVM).

Classical Music Review on Instagram: Accumulating Cultural Capital through Inter-Learning (클래식음악 애호가의 인스타그램 리뷰: 상호 학습을 통한 문화자본 축적)

  • Seong, Yeonju
    • Review of Culture and Economy
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    • v.21 no.2
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    • pp.111-139
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    • 2018
  • This study is about classical music lovers who write a lengthy concert review on instagram. The intention and objective of writing a review is discussed in addition to inter-communication between those reviewers. For the analysis, an interview with 8 reviewers are mainly analyzed with their reviews. As a result, it is found that some affordances of Instagram, easiness, randomness, and friendliness affects them to use Instagram more than other social media. Hence, since Instagram is image-based platform, it helps writers to keep their reviews from getting an attention by other users. Because of their sense of inferiority that they are lacking in classical music knowledge, continuous writing and reading of reviews help them accumulating some amount of cultural capital needed for understanding classical music in a proper way.

Analysis of Faculty Perceptions and Needs for the Implementation of AI based Adaptive Learning in Higher Education (대학 교육에서 인공지능 기반 적응형 학습 구현을 위한 교수자 인식 및 요구분석)

  • Shin, Jong-Ho;Shon, Jung-Eun
    • Journal of Digital Convergence
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    • v.19 no.10
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    • pp.39-48
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    • 2021
  • This study aimed to analyze the level of professors' understanding and perception of adaptive learning and proposed how college can implement successful adaptive learning in college classes. For research purposes, online survey was conducted by 162 professors of A university in capital region. As a result, professors seemed to feel pressure to provide students personalized feedback and gave concerned that students don't study enough in advance before participating in class. It was also found that professors realized that they have low level of understanding about adaptive learning, while they revealed intention to make use of adaptive learning in their class. They also answered that adaptive learning system is the most helpful support for encouraging professors to apply adaptive learning in real class. We proposed what is required to encourage professor to implement adaptive learning in their class.

Examining the PMIS Impacts on the Project Performance, User Satisfaction and Reuse Intention among the Project based Industries (프로젝트 성과, 사용자 만족도 및 재사용의도에 미치는 PMIS의 산업별 영향 비교)

  • Park, So-Hyun;Lee, Ayeon;Kim, Seung-Chul
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.44 no.3
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    • pp.276-287
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    • 2021
  • Project Management Information System (PMIS) is a special purpose information system that is created to provide useful information for project managers and participants to make effective and efficient decision making during projects. The use of PMIS is increasing in project based industries such as construction, defense, manufacturing, software development, telecommunication, etc. It is generally known that PMIS helps to improve the quality of decision making in project management, and consequently improves the project management performance. However, it is unclear what are the difference of PMIS impacts between industries, and still need to be studied further. The purpose of this study is to compare the impact of PMIS on project management performance between industries. We assume that the effects of PMIS will be different depending on the industry types. Five hypotheses are established and tested by using statistical methods. Data were collected by using a survey questionnaire from those people who had experience of using PMIS in various project related industries such as construction, defense, manufacturing, software development and telecommunication. The survey questionnaire consists of 5 point scale items and were distributed through e-mails and google drive network. A total of 181 responses were collected, and 137 were used for analysis after excluding those responses with missing items. Statistical techniques such as factor analysis and multiple regression are used to analyze the data. Summarizing the results, it is found that the impacts of PMIS quality on the PM performance are different depending on the industry types where PMIS is used. System quality seems to be more important for improving the PM performance in construction industry while information quality seems more important for manufacturing industry. As for the ICT and R&D industries, PMIS seems to have relatively lesser impact compared to construction and manufacturing industries.

A study on collecting and classifying the Chosen literatures and archives of Chosen General Government (조선총독부의 '조선도서 및 고문서'의 수집·분류 활동)

  • Lee, Seung-Il
    • The Korean Journal of Archival Studies
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    • no.4
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    • pp.93-130
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    • 2001
  • Chosen General Government initiated the activities of collecting and managing the archives from Chosen Dynasty because of necessity to push positively for its colonial policies. Particularly, such efforts of the regime resulted eventually in boosting their understanding on the Korea cultures, as well as contributed to their reigning Korea to an extent. Some aspects that reflect it are as follows. In 1910 Chosen General Government took over, and began to arrange and classify huge volumes of archives that were held by the royal family. During this period, they collected and arranged literatures that they took over from the earlier Korean government. In 1913, Chosen General Government increased enormously the varieties and volumes of the archives that they intended to collect. They started with collecting archives limited to those literatures that had existed in the civil sector before 1894. It can be noticed that just in 1913 Chosen General Government revealed their intention to collect and classify both royal archives and civil archives. With the work of collecting, classification and annotating archives, Chosen General Government commenced the compilation of Chosensa (Korean History). These efforts aimed at cultural assimilation and educating of Korean people, and in this process, the importance of Chosen Dynasty's archives was reconfirmed. One of the representative cases was a change of terminology. With the compilation efforts into full swing since 1915, Chosen General Government repeatedly started to use the term 'Saryo' (historical records) in connection with Chosen's literatures and archives. The term 'Saryo' previously had been used in Japanese literatures, and it is deemed that it was used as a term generally referring to archives of Chosen Dynasty from that time. This signifies that Chosen General Government began to involve their historical point of view in approaching to the archives of Chosen. As they broadened their understanding on Korea through the annotation of old literatures and compilation of Chosen History, they seriously set on the work of assimilating Korean people culturally aiming at gripping its reign on Korea. Archives of Chosen likewise were very crucial basic data for understanding Korea and its people, and Chosen General Government is deemed to have utilized the archives as a means to reign and assimilate Korean people.

A study on internet shopping behaviors for clothing according to shopping orientation of chinese female consumers in their 20s~30s (중국 20~30대 여성 소비자의 쇼핑성향에 따른 의류제품의 인터넷 쇼핑행동 연구)

  • Wang, Fengjiao;Lee, Mi-Sook
    • Journal of the Korea Fashion and Costume Design Association
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    • v.21 no.3
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    • pp.37-53
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    • 2019
  • The purposes of this study were to investigate Chinese female consumers' shopping orientation and clothing shopping behaviors on the internet and to find the differences in internet shopping behaviors of consumer groups segmented by clothing shopping orientation. The subjects were 417 women in their 20s and 30s from the Gillim Province, China. The research method was a survey, and the questionnaire consisted of a clothing shopping orientation subscale, clothing, their shopping behaviors via the internet, and the subjects' demographic characteristics. For data analysis, a frequency analysis, a cross-tab analysis, a factor analysis, a cluster analysis, ANOVA, and Duncan's multiple range test were performed. The results of this study were as follows. The clothing shopping orientation was derived using five factors (trend pursuit, pleasure pursuit, brand pursuit, economic pursuit, and convenience pursuit). Chinese female consumers were classified into three groups (hedonic group, ambivalent group, and practical group) by clothing shopping orientation. These three groups showed many significant differences in their clothing shopping behaviors on the internet. The hedonic group preferred the specialty and cross-border shopping malls, and considered product quality and trend as their main purchase motives. The ambivalent group considered the convenience of the purchase and trend as important motives as compared to the other groups, and they use more various product selection criteria. The practical group considered low price and convenience and the search simplicity of various products as major purchase motives. In addition, the hedonic and ambivalent groups had a higher purchase satisfaction and purchase intention from internet shopping than the practical group. This study suggested that clothing shopping orientation is one of the useful segmentation variables and fashion marketers needed to establish differentiated marketing strategies for each consumer group that is segmented by clothing shopping orientation.

Factors Influencing Internet Media Credibility among College Students (대학생들의 인터넷 미디어 신뢰도에 영향을 미치는 요인 고찰 - 미디어 리터러시 역량을 중심으로)

  • Kim, Yon-Jong;Ahn, Jung-Im
    • The Journal of the Korea Contents Association
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    • v.19 no.2
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    • pp.438-449
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    • 2019
  • This study explored the perception of internet media credibility and influencing factors among college students who are routine users of internet-based media. Media literacy competences are of primary interest among others in that users' media literacy such as information evaluation, critical understanding of media, and information sharing are assumed to be related to media credibility. The results of analysis revealed critical understanding ability to be statistically significant and consistently influencing factor. Users with more critical view on media ownership, represented reality, commercial intention of media seemed less likely to trust internet media. Whereas media use motive for information was found to be a strong predicting factor, motive for pleasure showed no relationship with credibility. Based on the findings, suggestions for new research and limitations of the study were discussed.