• 제목/요약/키워드: Online Evaluations

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Evaluation of Classification Algorithm Performance of Sentiment Analysis Using Entropy Score (엔트로피 점수를 이용한 감성분석 분류알고리즘의 수행도 평가)

  • Park, Man-Hee
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.9
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    • pp.1153-1158
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    • 2018
  • Online customer evaluations and social media information among a variety of information sources are critical for businesses as it influences the customer's decision making. There are limitations on the time and money that the survey will ask to identify a variety of customers' needs and complaints. The customer review data at online shopping malls provide the ideal data sources for analyzing customer sentiment about their products. In this study, we collected product reviews data on the smartphone of Samsung and Apple from Amazon. We applied five classification algorithms which are used as representative sentiment analysis techniques in previous studies. The five algorithms are based on support vector machines, bagging, random forest, classification or regression tree and maximum entropy. In this study, we proposed entropy score which can comprehensively evaluate the performance of classification algorithm. As a result of evaluating five algorithms using an entropy score, the SVMs algorithm's entropy score was ranked highest.

Development of Hoseo 3D Online Game Engine (호서 3D 온라인 게임 엔진 개발 사례 연구)

  • Kim, Kyung-Sik;Chang, Hee-Dong;Choi, Sam-Ha;Park, Woo-Seung;Kang, Jong-Ho;Oh, Jeong-Heon
    • Journal of Korea Game Society
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    • v.3 no.2
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    • pp.56-63
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    • 2003
  • This research is a result of the study of 3D online game engine supported by korea science foundation in third year. The 3D engine and server engine have been upgraded from those in second year. A demonstration game has been made using our engines. Source codes of our engines have been distributed to several research centers for analysis and evaluations. The methodology of game development using our engines is described as well as the efficiency of our engines. In this paper, features and performance of the proposed engines are described as well as the methodology of utilizing the engines.

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An Analysis of IoT Service using Sentiment Analysis on Online Reviews: Focusing on the Characteristics of Service Providers (감성분석을 활용한 사물인터넷(IoT) 서비스 리뷰 분석: 사업자 특성에 따른 차이를 중심으로)

  • Ryu, Min Ho;Cho, Hosoo
    • Journal of Korea Society of Industrial Information Systems
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    • v.25 no.5
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    • pp.91-102
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    • 2020
  • The Internet of Things (IoT) is characterized as the market where various companies compete for the same consumers. Thus, there are differences in functions and performance provided by the main business area and other characteristics of the service providers. This paper investigates whether satisfaction with the service provided depends on the characteristics of the operator by using sentiment analysis of comments. To achieve this goal, word importance analysis and sensitivity analysis are conducted on 34,310 reviews of 41 applications registered in the Google Play. The review analysis was conducted at various levels, including TD-IDF (Term frequency-inverse document frequency) value of keywords, service sectors, the origin of providers, and domestic/foreign providers. The results show that users' overall assessment of IoT services was found to be low, and smart homes received relatively high reviews compared to other services, and manufacturing-based and overseas providers received relatively higher evaluations than others.

A Content Analysis for Website Usefulness Evaluation: Utilizing Text Mining Technique

  • Kwon, Do Young;Jeong, Seung Ryul
    • Journal of Internet Computing and Services
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    • v.16 no.4
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    • pp.71-81
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    • 2015
  • With the increasing influence of online media, company websites have become important communication channels between companies and customers. Companies use their websites as a marketing tool for a variety of purposes, including enhancing their image and selling products or services. Many researchers have examined the criteria, methods, and tools for website evaluation, but most have focused on usability. Prior content analyses have focused not on text content but on website components, an approach likely to produce subjective evaluations. This study attempts to objectively evaluate company websites by utilizing text mining. We analyze the usefulness of company websites by presenting visualized outputs from a business perspective, allowing practitioners to easily understand the results of the website evaluation and use them in decision making. To demonstrate our method empirically, we selected a company with a number of affiliates in Korea and analyzed the text content of their websites to assess their usefulness using natural language processing and graphics packages in R. Practitioners can easily employ our objective evaluation method, and researchers can use it to gain a new perspective on website evaluation.

Transitional Care for Older Adults with Chronic Illnesses as a Vulnerable Population: Theoretical Framework and Future Directions in Nursing

  • Son, Youn-Jung;You, Mi-Ae
    • Journal of Korean Academy of Nursing
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    • v.45 no.6
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    • pp.919-927
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    • 2015
  • Purpose: Effective transitional care is needed to improve the quality of life in older adult patients with chronic illness and avoid discontinuity of care and adverse events. The aim of this article is to provide an overview of the key features, broader implications, and the utility of Meleis' transition theory intended for the transitional care of older adults with chronic illnesses. We present the role of nurse in the context of transitional care and propose future directions to increase the quality of nursing care. Methods: The online databases Cumulative Index of Nursing and Allied Health Literature, MEDLINE, and Science Direct were searched for relevant literature published since 1970 along with textbooks regarding nursing theory. Results: An evaluation of the usefulness of transition theory based on transitional care in older adult patients with chronic illnesses is provided. Healthy transition should be the expected standard of nursing care for older adults across all healthcare settings. Conclusion: Nurses need to contribute to the development of transitional care for vulnerable populations; however, transition theory needs to be enhanced through additional theoretical work and repeated evaluations of the applicability in areas of transitional care.

A Study on Improving a Classification for Health Categories of Internet Bookstores in Korea (국내 인터넷 서점의 건강 분야 분류체계 개선 방안에 관한 연구)

  • Choi, Ye-Jin;Chung, Yeon-Kyoung
    • Journal of the Korean Society for information Management
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    • v.30 no.3
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    • pp.49-70
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    • 2013
  • The purposes of this study are to analyze and compare current state of subject directories of the health field in eight internet bookstores in domestic and abroad. A comparative analysis was carried out for KDC and DDC, using names of subdivisions within the health field of internet bookstore. Also, user interviews to find their information needs about the health field in internet bookstore were conducted. And then, based upon the findings, this study proposed a design principle and a new classification for the health field of internet bookstores. With evaluations of the experts from the field, a final classification schedule (1 class, 11 division, 60 subdivision, and 16 section) was suggested. The results of this study can be used for a foundation of classifying health resources efficiently in internet bookstores and other web sites.

A Study on Travel Activity and Shopping Behavior of 20's-30's Korean Overseas Travelers (20-30대 해외여행자의 여행활동과 쇼핑행동에 관한 연구)

  • Jeon, Yangjin
    • Human Ecology Research
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    • v.54 no.5
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    • pp.529-539
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    • 2016
  • This study confirmed shopping behavior of Korean young overseas tourists and its effect on travel evaluation. I first identified core factors of travel activity preference, travel shopping propensity, and shopping products. The effect of shopping product satisfaction on tour satisfaction and post-tour intention was then investigated. Based on travel activities, tourists were grouped, and their characteristics were compared. An online survey method was performed to obtain data of 20's-30's Korean unmarried people, while factor analysis, regression analysis, chi-square test, analysis of variance (ANOVA), and cluster analysis were applied to analyze data. The results were as follows. First, six travel activities (city life, art/shopping, cultural experience, entertainment, field experience, and friendship), three shopping propensity (novelty/uniqueness, utility, and prestige), and four product groups (fashion goods, household goods, crafts, and foods) were found by factor analyses. Second, travel activity tended to influence shopping propensity, which then influenced shopping products preference. All factors of travel activity seemed to affect the three travel shopping propensities. Third, shopping satisfaction was shown to affect tour satisfaction, and posttour behavior. Finally, four tourist groups (active, social, pleasure, and passive) differed in terms of preferred tour activities, shopping propensity, and tour behavior. Active tourists rated the highest scores and passive ones rated the lowest for most evaluations.

Virtuality as a Psychological Distance and Temporal Distance: Focusing on the Effect of Product Information Type on Product Attitude (심리적 거리로서의 가상성과 시간적 거리: 제품 정보 유형의 제품 태도에 미치는 효과를 중심으로)

  • Park, Do-Hyung
    • Knowledge Management Research
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    • v.18 no.3
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    • pp.163-178
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    • 2017
  • Recent advances in technology are evolving to enable individuals to perform various activities necessary for their lives, without being constrained by physical, temporal, and spatial constraints. The online services and experiences that originated from solving the discomfort in the actual offline space have created the newness that can only be experienced in the digital world and furthermore uniquely new experiences in actual space as well. While many previous studies have suggested several interpretations of unique individual behaviors in virtual environments, a recent research approaches virtuality as an interesting perspective of the change of thinking style. Virtuality is defined as how far apart we are from everyday reality, and if the individual faces a situation far from reality, the psychological distance of the individual becomes distant and ultimately leads to the thinking style of high construal level. Otherwise, it is said to have a relatively low construal level of thinking style. In this study, I try to confirm the virtual distance as the role of psychological distance in new virtual contexts. Simultaneously considering temporal distance, which are most used in psychological distance, and virtual distance based on virtuality, this study tries to find whether the effect of virtual distance on product attitude is the same as that of temporal distance and check the relationship between virtual distance and temporal distance in the context of consumers' product evaluations depending on product information type.

The Effect of Perceived Website Quality of Fashion Shopping on Customer Satisfaction and Repurchase Intentions for Korean and Chinese College Students (한.중 대학생들의 의류쇼핑 웹사이트 품질지각에 따른 고객만족과 재구매의도)

  • Park, Hye-Sun;Lee, Yeon;Kim, Hyun-Sook
    • Journal of the Korean Society of Clothing and Textiles
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    • v.34 no.2
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    • pp.212-225
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    • 2010
  • This study investigates the dimensionality of perceived web site quality for fashion e-retailers to compare the differences in perceived web site quality between Korean and Chinese college students in the identification of the decisive web site quality dimensions for customer satisfaction and repurchase intentions. Data were collected from 300 Korean and 300 Chinese online apparel shoppers. The survey was statistically analyzed by factor analysis, T-test, and regression analysis. The perceived service quality dimensions were identified as product quality, economic efficiency, information quality, site design, and trust. The Chinese college students had significantly higher evaluations than Korean college students on information quality and trust. For Korean college students, product quality, economic efficiency, and trust were the most decisive predictors of customer satisfaction and they have indirect effects on repurchase intentions. For Chinese college students, product quality and information quality were identified as the most decisive predictors of customer satisfaction and they have indirect effects on repurchase intentions. Strategic directions for e-commerce business targeting Korean or Chinese college students are suggested in the conclusion.

Wireless Three-Pad ECG System: Challenges, Design, and Evaluations

  • Cao, Huasong;Li, Haoming;Stocco, Leo;Leung, Victor C.M.
    • Journal of Communications and Networks
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    • v.13 no.2
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    • pp.113-124
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    • 2011
  • Electrocardiography (ECG) is a widely accepted approach for monitoring of cardiac activity and clinical diagnosis of heart diseases. Since cardiologists have been well-trained to accept 12-lead ECG information, a huge number of ECG systems are using such number of electrodes and placement configuration to facilitate fast interpretation. Our goal is to design a wireless ECG system which renders conventional 12-lead ECG information.We propose the three-pad ECG system (W3ECG). W3ECG furthers the pad design idea of the single-pad approach. Signals obtained from these three pads, plus their placement information, make it possible to synthesize conventional 12-lead ECG signals.We provide one example of pad placement and evaluate its performance by examining ECG data of four patients available from online database. Feasibility test of our selected pad placement positions show comparable results with respect to the EASI lead system. Experimental results also exhibit high correlations between synthesized and directly observed 12-lead signals (9 out of 12 cross-correlation coefficients higher than 0.75).