• Title/Summary/Keyword: Informative Variables

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Investigation and Standardization on Current Practice of Renal Transplant Pathology in Korea

  • Cho, Uiju;Suh, Kwang Sun;Kie, Jeong Hae;Choi, Yeong Jin;Renal Pathology Study Group of Korean Society of Pathologists,
    • Korean Journal of Transplantation
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    • v.31 no.4
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    • pp.170-176
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    • 2017
  • We need to establish an informative guideline to increase inter-institutional and inter-observer reproducibility of renal transplant diagnosis, and to improve the diagnostic ability of pathologists in Korea. A first nation-wide survey for renal transplant pathology was conducted by Renal Pathology Study Group of the Korean Society of Pathologists in 2016, to provide the continued excellence in the transplantation pathology laboratory, and to improve the diagnostic ability for the best treatment of transplant patients. This survey revealed the significant variations in scale, work load and biopsy indications for the renal transplant pathology in various institutions in Korea. The Banff classification were used by all institutions for the diagnosis of renal transplant pathology, but different formats were used: most institutions (70%) used the "2013 Banff classification" while the others were using "2007 Banff classification" (20%) or even older formats. In daily diagnostic practice of the renal allografts, difficulties that pathologists encounter were quite diverse due to different environments they work in. Most respondents agreed that standardized diagnostic practice guidelines, regular education on renal transplant pathology and convenient ways of consultation are further needed. We are currently working toward the enhancement of the expertise of renal pathologists and to increase inter-institutional and inter-observer reproducibility by 1) development of a set of virtual slides of renal allograft biopsies for the training, 2) validation and gathering expert's consensus on the core variables of rejection diagnosis by using virtual slides, and 3) continued education by the developed virtual slide atlas.

Performance Evaluation of Machine Learning Algorithms for Cloud Removal of Optical Imagery: A Case Study in Cropland (광학 영상의 구름 제거를 위한 기계학습 알고리즘의 예측 성능 평가: 농경지 사례 연구)

  • Soyeon Park;Geun-Ho Kwak;Ho-Yong Ahn;No-Wook Park
    • Korean Journal of Remote Sensing
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    • v.39 no.5_1
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    • pp.507-519
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    • 2023
  • Multi-temporal optical images have been utilized for time-series monitoring of croplands. However, the presence of clouds imposes limitations on image availability, often requiring a cloud removal procedure. This study assesses the applicability of various machine learning algorithms for effective cloud removal in optical imagery. We conducted comparative experiments by focusing on two key variables that significantly influence the predictive performance of machine learning algorithms: (1) land-cover types of training data and (2) temporal variability of land-cover types. Three machine learning algorithms, including Gaussian process regression (GPR), support vector machine (SVM), and random forest (RF), were employed for the experiments using simulated cloudy images in paddy fields of Gunsan. GPR and SVM exhibited superior prediction accuracy when the training data had the same land-cover types as the cloud region, and GPR showed the best stability with respect to sampling fluctuations. In addition, RF was the least affected by the land-cover types and temporal variations of training data. These results indicate that GPR is recommended when the land-cover type and spectral characteristics of the training data are the same as those of the cloud region. On the other hand, RF should be applied when it is difficult to obtain training data with the same land-cover types as the cloud region. Therefore, the land-cover types in cloud areas should be taken into account for extracting informative training data along with selecting the optimal machine learning algorithm.

The Effect of Mobile App Contents Characteristics on the Continuous Use Intention: Focused on Using KakaoTalk (모바일 앱 콘텐츠 특성이 지속사용의도에 미치는 영향에 관한 연구: 카카오톡의 사용을 중심으로)

  • Sou-Bin Yun;Byung-June Kim;Chae-Hyun Lee
    • Industry Promotion Research
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    • v.8 no.1
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    • pp.103-110
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    • 2023
  • This study targeted KakaoTalk app users, mainly in Seoul and the metropolitan area, and verified the factors that had a significant impact on the intention to continuously use the app through KakaoTalk contents. Among various content characteristics, five variables were used to verify the variables that had the greatest influence on the intention to continue using, and the ones that did not. As a result of testing the five hypotheses, it was found that convenience, enjoyment, informativeness, and perceived usefulness had a significant positive(+) effect on the intention to continue using, but intimacy did not. From this, it can be determined that the majority of users use the app content because it is useful and informative, rather than because they have a sense of familiarity. In this way, the purpose of this study is to provide empirical help to factors closely related to the intention of continuous use in deriving priorities to be considered in the service planning stage as well as in terms of technical design of contents when developing mobile apps in the mobile app industry as a whole and in the field in the future. I want to provide it, but there is a meaning.

The Effect of Corporate SNS Marketing on User Behavior: Focusing on Facebook Fan Page Analytics (기업의 SNS 마케팅 활동이 이용자 행동에 미치는 영향: 페이스북 팬페이지 애널리틱스를 중심으로)

  • Jeon, Hyeong-Jun;Seo, Bong-Goon;Park, Do-Hyung
    • Journal of Intelligence and Information Systems
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    • v.26 no.1
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    • pp.75-95
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    • 2020
  • With the growth of social networks, various forms of SNS have emerged. Based on various motivations for use such as interactivity, information exchange, and entertainment, SNS users are also on the fast-growing trend. Facebook is the main SNS channel, and companies have started using Facebook pages as a public relations channel. To this end, in the early stages of operation, companies began to secure a number of fans, and as a result, the number of corporate Facebook fans has recently increased to as many as millions. from a corporate perspective, Facebook is attracting attention because it makes it easier for you to meet the customers you want. Facebook provides an efficient advertising platform based on the numerous data it has. Advertising targeting can be conducted using their demographic characteristics, behavior, or contact information. It is optimized for advertisements that can expose information to a desired target, so that results can be obtained more effectively. it rethink and communicate corporate brand image to customers through contents. The study was conducted through Facebook advertising data, and could be of great help to business people working in the online advertising industry. For this reason, the independent variables used in the research were selected based on the characteristics of the content that the actual business is concerned with. Recently, the company's Facebook page operation goal is to go beyond securing the number of fan pages, branding to promote its brand, and further aiming to communicate with major customers. the main figures for this assessment are Facebook's 'OK', 'Attachment', 'Share', and 'Number of Click' which are the dependent variables of this study. in order to measure the outcome of the target, the consumer's response is set as a key measurable key performance indicator (KPI), and a strategy is set and executed to achieve this. Here, KPI uses Facebook's ad numbers 'reach', 'exposure', 'like', 'share', 'comment', 'clicks', and 'CPC' depending on the situation. in order to achieve the corresponding figures, the consideration of content production must be prior, and in this study, the independent variables were organized by dividing into three considerations for content production into three. The effects of content material, content structure, and message styles on Facebook's user behavior were analyzed using regression analysis. Content materials are related to the content's difficulty, company relevance, and daily involvement. According to existing research, it was very important how the content would attract users' interest. Content could be divided into informative content and interesting content. Informational content is content related to the brand, and information exchange with users is important. Interesting content is defined as posts that are not related to brands related to interesting movies or anecdotes. Based on this, this study started with the assumption that the difficulty, company relevance, and daily involvement have an effect on the dependent variable. In addition, previous studies have found that content types affect Facebook user activity. I think it depends on the combination of photos and text used in the content. Based on this study, the actual photos were used and the hashtag and independent variables were also examined. Finally, we focused on the advertising message. In the previous studies, the effect of advertising messages on users was different depending on whether they were narrative or non-narrative, and furthermore, the influence on message intimacy was different. In this study, we conducted research on the behavior that Facebook users' behavior would be different depending on the language and formality. For dependent variables, 'OK' and 'Full Click Count' are set by every user's action on the content. In this study, we defined each independent variable in the existing study literature and analyzed the effect on the dependent variable, and found that 'good' factors such as 'self association', 'actual use', and 'hidden' are important. Could. Material difficulties', 'actual participation' and 'large scale * difficulties'. In addition, variables such as 'Self Connect', 'Actual Engagement' and 'Sexual Sexual Attention' have been shown to have a significant impact on 'Full Click'. It is expected that through research results, it is possible to contribute to the operation and production strategy of company Facebook operators and content creators by presenting a content strategy optimized for the purpose of the content. In this study, we defined each independent variable in the existing research literature and analyzed its effect on the dependent variable, and we could see that factors on 'good' were significant such as 'self-association', 'reality use', 'concernal material difficulty', 'real-life involvement' and 'massive*difficulty'. In addition, variables such as 'self-connection', 'real-life involvement' and 'formative*attention' were shown to have significant effects for 'full-click'. Through the research results, it is expected that by presenting an optimized content strategy for content purposes, it can contribute to the operation and production strategy of corporate Facebook operators and content producers.

Analysis of Free Cash Flow(FCF) on Korean Hospitals in Terms of FCF Hypothesis (잉여현금흐름가설의 관점으로 분석한 한국 병원의 규모별 잉여현금흐름(Free Cash Flow) 분석)

  • Lee, Joo-Young;Jang, Ha-eun;Kim, Kyong-Beom;Noh, Jin-Won
    • The Journal of the Korea Contents Association
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    • v.20 no.10
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    • pp.510-521
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    • 2020
  • Recently, transparency in accounting for medical institutions has been emphasized. However, due to the current system problems and structural limitations, there is a lack of diagnosis on the financial status of domestic hospitals. This study is based on the financial statements per 100 beds of 374 including domestic hospital level to tertiary hospital, and analyzed the Free Cash Flow(FCF) by hospital size from the perspective of Free Cash Flow Hypothesis. After deriving Operating Cash Flow(OCF) through the profit or loss statement of medical institutions, FCFs were analyzed through the prior and current financial statements and OCFs, and the correlation between financial variables was confirmed. According to the analysis, first, hospitals with 160 to 299 beds and 300 beds or more have relatively high FCFs. Second, certified tertiary hospitals, hospitals with less than 160 beds, and general hospitals have negative(-) FCFs. Thus, there's a need to narrow the FCF gap based on the size of the hospital, maintaining an appropriate level of FCF. This study is meaningful in that it was the first FCF analysis based on hospital size. This study is also expected to offer an informative resources in setting differentiated strategies according to the size of medical institutions when establishing new accounting policies in the future.

Effect of Perceived Nurse's Communication Style on Admitted Children Mother's Stress and Coping (지각된 간호사의 의사소통 스타일이 입원 환아 어머니의 스트레스 및 대처노력에 미치는 영향)

  • Park, In Sook;Oh, Jaewoo;Kim, Yang-Sin
    • Journal of Digital Convergence
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    • v.12 no.6
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    • pp.365-373
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    • 2014
  • The basic data will be provided for increasing the coping efforts and for decreasing the improvement of nursing services and stress in mothers of hospitalized child by examining the effects of the nurse's communication styles on the stress and coping efforts in mothers of hospitalized child. This study is the correlation research, and the data collection was conducted from September 2013 until December, and it was based on 196 mothers of hospitalized child in the pediatrics ward of E hospital in D city 196. The data collected was analyzed by the frequency, percentage average, standard deviation, Pearson correlation coefficient, regression analysis method. As the result of the study, about the effects of the nurse's perceived communication styles on the stress and coping efforts in mothers of hospitalized child, the nurse's non-authoritative communication style had the biggest effects on the stress, and the explanation power of those variables was 30.1%. In conclusion, in order to decrease the stress in mothers of hospitalized child and to enhance coping efforts, the nurses should sublate the authoritarian attitude and they should show the communication skills of friendly attitude and communication skills of the informative attitude. These communication skills are needed to be maintained and enhanced continually through the systematic communication enhancement program.

A Study on Technology Transfer in IT Industry (IT 산업계의 기술이전에 관한 연구)

  • Sung, Tae-Kyung
    • Management & Information Systems Review
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    • v.28 no.3
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    • pp.45-68
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    • 2009
  • The Korean government is actively pursuing an ambitious IT strategy to establish Korea as one of the leaders in the world IT market. To implement the strategy, successful technology transfer from research institutions to market should be achieved. Comprehensive literature identifies sixteen variables affecting the process and results of technology transfer. The research results in four key factors in technology transfer: Communication, Distance, Equivocality, and Motivation. Communication refers to the degree to which a medium is able to efficiently and accurately conveys task-relevant information and media while distance involves both physical and cultural proximity. Equivocality refers to the degree of concreteness of technology to be transferred while motivation involves incentives for and the recognition of the importance of technology transfer activities. Further analysis shows that there are four distinctive clusters and they show very contrasting characteristics in terms of four key factors. The careful mapping of the four clusters on the four key factors show very informative technology transfer patterns, the Technology Transfer Grid.

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Effect of Drinking and Smoking on Skin Health and Make-up (음주.흡연습관이 피부건강 화장습관에 미치는 영향)

  • Lee, Sun-Hee;Choi, Ga;Na, Young-Soon
    • Korean Journal of Human Ecology
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    • v.13 no.2
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    • pp.263-269
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    • 2004
  • This study was conducted with the aim of providing the basic data for an informative and educational program designed to give a guideline how to keep and care the skin healthy and proper. Female freshmen, enrolled in colleges in Jeonbuk provincial area, were surveyed about their status of health and way of skin care and make-up. The results of research were summarized as follows: First, 268 students(65.4%) were 19 years old or younger. Among the respondents, 219 persons(54.4%) lived in small or medium cities and 271(66.1%) showed less than 20 of body mass index($kg/m^{2}$). Second, there were statistically significant correlations between dwelling place, drinking habit(p<0.05), and subjective health status(p<0.05) with health, skin care and make-up habit. Third, drinking, subjective health status appeared to be significant variables affecting facial skin(p<0.05) and health status(p<0.01), respectively. Forth, smoking and regular meal seemed to affect the length of make-up(p<.05) and smoking esd strongly connected with the extent of make-up. The way of thinking about cosmetics were affected by the habits of drinking(p<0.05) and smoking(p<0.01), respectively. Drinking habit was the significant variable of health affecting on the belief in the effect of cosmetics. Fifth, skin health was negatively correlated with drinking and smoking habits and positively with subjective health status, BMI($kg/m^{2}$) and frequency of make-up. Sixth, healthier state of facial skin appeared to be happened with statistical significance(p<0.01) in rural areas than in urban areas and with a person of higher than 20 of BMI($kg/m^{2}$) than of less than 20 from the regression analysis. It has been estimated that there were meaningful correlations between the status of health and make-up among female freshmen. Accordingly, the concept of health reinforcement can be adopted to skin care and skin maintenance, so various and comprehensive approaching methods were required to improve and reinforce the skin management and cosmetic culture.

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An Empirical Test for CVM Calibration Factor through Combining Revealed and Stated Preferences Data (현시선호와 진술선호 자료의 결합을 통한 조건부 가치측정법 소득조정계수의 추정)

  • Eom, Young Sook;Larson, Douglas M.
    • Environmental and Resource Economics Review
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    • v.13 no.3
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    • pp.337-366
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    • 2004
  • Contingent Valuation Method (CVM), as non-market valuation approach, has been criticized on that respondents may not realistically reflect their budget constraints in answering willingness to pay (WTP) for hypothetical CV questions. This paper empirically estimates the income calibration factor associated with CV responses through combining travel cost method and contingent valuation method in a utility-theoretic framework. The joint model of recreation demand function and contingent WTP function was applied to an important case study on the Man Kyoung River system, whose water quality is at issue because of the Sae Alan Kum reclamation project. Relevant economic variables such as price, income and water quality had significant influence as anticipated by the economic theory. Equally important, the income calibration factor was not significantly different from one, suggesting that the systematic discrepancies of CV responses relative to the actual behavior was not detected at least in terms of budget exaggeration. Overall, this study supports the notion that carefully designed CVM studies can provide informative data on individuals' willingness to pay for environmental quality changes.

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Informative Role of Marketing Activity in Financial Market: Evidence from Analysts' Forecast Dispersion

  • Oh, Yun Kyung
    • Asia Marketing Journal
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    • v.15 no.3
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    • pp.53-77
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    • 2013
  • As advertising and promotions are categorized as operating expenses, managers tend to reduce marketing budget to improve their short term profitability. Gauging the value and accountability of marketing spending is therefore considered as a major research priority in marketing. To respond this call, recent studies have documented that financial market reacts positively to a firm's marketing activity or marketing related outcomes such as brand equity and customer satisfaction. However, prior studies focus on the relation of marketing variable and financial market variables. This study suggests a channel about how marketing activity increases firm valuation. Specifically, we propose that a firm's marketing activity increases the level of the firm's product market information and thereby the dispersion in financial analysts' earnings forecasts decreases. With less uncertainty about the firm's future prospect, the firm's managers and shareholders have less information asymmetry, which reduces the firm's cost of capital and thereby increases the valuation of the firm. To our knowledge, this is the first paper to examine how informational benefits can mediate the effect of marketing activity on firm value. To test whether marketing activity contributes to increase in firm value by mitigating information asymmetry, this study employs a longitudinal data which contains 12,824 firm-year observations with 2,337 distinct firms from 1981 to 2006. Firm value is measured by Tobin's Q and one-year-ahead buy-and-hold abnormal return (BHAR). Following prior literature, dispersion in analysts' earnings forecasts is used as a proxy for the information gap between management and shareholders. For model specification, to identify mediating effect, the three-step regression approach is adopted. All models are estimated using Markov chain Monte Carlo (MCMC) methods to test the statistical significance of the mediating effect. The analysis shows that marketing intensity has a significant negative relationship with dispersion in analysts' earnings forecasts. After including the mediator variable about analyst dispersion, the effect of marketing intensity on firm value drops from 1.199 (p < .01) to 1.130 (p < .01) in Tobin's Q model and the same effect drops from .192 (p < .01) to .188 (p < .01) in BHAR model. The results suggest that analysts' forecast dispersion partially accounts for the positive effect of marketing on firm valuation. Additionally, the same analysis was conducted with an alternative dependent variable (forecast accuracy) and a marketing metric (advertising intensity). The analysis supports the robustness of the main results. In sum, the results provide empirical evidence that marketing activity can increase shareholder value by mitigating problem of information asymmetry in the capital market. The findings have important implications for managers. First, managers should be cognizant of the role of marketing activity in providing information to the financial market as well as to the consumer market. Thus, managers should take into account investors' reaction when they design marketing communication messages for reducing the cost of capital. Second, this study shows a channel on how marketing creates shareholder value and highlights the accountability of marketing. In addition to the direct impact of marketing on firm value, an indirect channel by reducing information asymmetry should be considered. Potentially, marketing managers can justify their spending from the perspective of increasing long-term shareholder value.

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