• Title/Summary/Keyword: 중요도-수행도 차이 분석

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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.

An analysis on the relative importance of aptitude test items for integrated pilot aptitude evaluation (종합적 조종적성 판단을 위한 적성 검사 항목의 상대적 중요도 분석)

  • 유희천;이달호;김영준
    • Proceedings of the ESK Conference
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    • 1993.10a
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    • pp.46-55
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    • 1993
  • 조종사가 수행하는 조종 업무는 여러 정보를 동시에 지각하여 처리하여 야 하는 복잡한 작업으로 구성되어 있어, 조종사에게는 고도의 인간성능이 요구되고 있다. 또한 조종기술을 습득하기 위해서는 많은 훈련시간과 비용 이 소요되며, 조종사의 실수는 치명적인 사고를 초래한다. 따라서 조기에 비행 부적격자를 판별하고, 미흡한 조종 적성을 함양시킬 수 있는 교육 . 훈련 프로그램을 조종 후보생에게 적용시키는 분석적 조종적성 진단 체계 개발은 조 종사의 도태율 감소, 효율적인 비행훈련, 비행 안전사고 감소 등의 측면에서 절실하게 요구되고 있다. 본 연구에서는 조종 업무 수행시 요구되는 여러 인간 기능의 중요도 차이를 조종 적성 평가 체제에 적용하기 위해서, 각 적성 검사 항목들의 상대적 중요도를 분석하고 이의 타당성을 평가하였다. 적성검사 항목의 상대적 중요도 분석은 조종적성검사 계층구조의 각 수준별 쌍체 비교 평가와 AHP(Analytic Hierarchy Process) 분석에 의한 상대적 중요도 산출 및 평가, 그리고 일관성 지수(Consistency Index)에 의한 분석 결과의 조정을 통해 이루어 졌다. 적성검사 항목의 쌍체 비교 평가는 심리기능검사, 비행자질 검사 등 총 29개 적성검사 항목에 대해 검사를 받았고 또한 초등비행 훈련과정을 수료한 조종 학생들에 의해 이루어 졌다. 상대적 중요도를 분석한 결과 심리기능 검사(W=0.30)가 다른 검사에 비하여 조종적성 평가에 중요한 검사로 나타났으며, 세부 항목으로는 주의 분배력(W=0.13), 추적능력(0.06) 등이 상대적으로 중요한 검사 항목으로 나타났다. 또한 상대적 중요도 결과를 적용한 적성검사 성적이 적용하지 않은 적성검사 성적에 비해 비행성적에 대한 예측 능력이 좋은 것으로 평가되었다.al age)가 있다는 것을 의미하는 것이다. 한편, 생산현장에서는 자동화, 기계화가 진보되어 육체적인 노동이 경감된 결과, 중고령자라도 할 수 있는 작업이 많아지고 있다. 또, VDT (Visual Dislay Terminal) 작업과 같은 정보처리 작업의 수요가 증가하여 그 인재의 부족이 지적되고 있다. 따라서 중고령자의 기능을 조사하여 어떠한 작업에 적합한가를 판단하는 것이 중요한 과제로 되었다. 그러나 노동에는 많은 기능이 관여 하고, 그 내용에 따라서 요구되는 기능이 서로 다르기 때문에 노동적응능력의 기본적인 기능으로 보여지는 것에 좁혀서 작업능력의 연령증가 변화에 대하여다원적 평가를 하는 것이 실제적이라고 할 수 있다. 따라서 본 연구에서는 인간이 가지고 있는 다수의 기능중에서 수지교 치성과 연령증가와의 관계를 조사한다. 만약 연령증가 만으로 수지교치성을 평가 할 수 없는 경우에는 어떠한 요인이 수지기민성의 변화에 영향을 미치는가를 검토한다.t list)에서 자동적으로 사건들의 순서가 결정되도록 확장하였으며, 설비 제어방식에 있어서도 FIFO, LIFO, 우선 순위 방식등을 선택할 수 있도록 확장하였다. SIMPLE는 자료구조 및 프로그램이 공개되어 있으므로 프로그래머가 원하는 기능을 쉽게 추가할 수 있는 장점도 있다. 아울러 SMPLE에서 새로이 추가된 자료구조와 함수 및 설비제어 방식등을 활용하여 실제 중형급 시스템에 대한 시뮬레이션 구현과 시스템 분석의 예를 보인다._3$", chain segment, with the activation energy of carriers from the shallow trap with 0.4[eV], in he amorphous regions.의 증발산율은 우기의 기상자료를 이용하여 구한 결과

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Perception Gap Analysis on Service Quality Factors of Academic Libraries (대학 도서관 서비스 품질요인에 대한 인식차이 분석)

  • Kim, Mu-Jin;Kim, Hyun-Ju;Kim, Jeong-Wook;Yoon, Jang-Hyeok
    • The Journal of the Korea Contents Association
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    • v.13 no.8
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    • pp.371-385
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    • 2013
  • Library and information service (LIS) of academic libraries plays an important role in the education and research activities of universities. Such importance of LIS facilitated much research that defines the quality factors constituting LIS and identifies the importance of them. The previous literature, however, has some limitations. The limitations arise from the interrelationship among the quality factors and the perception gap between users and providers on LIS quality factors. Despite the understanding of the interrelationship and the perception gap, LIS studies to deal with both dimesions synthetically are sparse. Therefore, this paper defines the interrelationship among LIS quality factors as a network model, then identifies the perception gap on LIS quality factors by exploiting the analytic network process. As an early stage study, this paper contributes to helping the quality improvement of acedemic LIS by considering the interrelationship among LIS quality factors and the perception gap on the LIS quality factors between LIS users and providers.

Prediction of Key Variables Affecting NBA Playoffs Advancement: Focusing on 3 Points and Turnover Features (미국 프로농구(NBA)의 플레이오프 진출에 영향을 미치는 주요 변수 예측: 3점과 턴오버 속성을 중심으로)

  • An, Sehwan;Kim, Youngmin
    • Journal of Intelligence and Information Systems
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    • v.28 no.1
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    • pp.263-286
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    • 2022
  • This study acquires NBA statistical information for a total of 32 years from 1990 to 2022 using web crawling, observes variables of interest through exploratory data analysis, and generates related derived variables. Unused variables were removed through a purification process on the input data, and correlation analysis, t-test, and ANOVA were performed on the remaining variables. For the variable of interest, the difference in the mean between the groups that advanced to the playoffs and did not advance to the playoffs was tested, and then to compensate for this, the average difference between the three groups (higher/middle/lower) based on ranking was reconfirmed. Of the input data, only this year's season data was used as a test set, and 5-fold cross-validation was performed by dividing the training set and the validation set for model training. The overfitting problem was solved by comparing the cross-validation result and the final analysis result using the test set to confirm that there was no difference in the performance matrix. Because the quality level of the raw data is high and the statistical assumptions are satisfied, most of the models showed good results despite the small data set. This study not only predicts NBA game results or classifies whether or not to advance to the playoffs using machine learning, but also examines whether the variables of interest are included in the major variables with high importance by understanding the importance of input attribute. Through the visualization of SHAP value, it was possible to overcome the limitation that could not be interpreted only with the result of feature importance, and to compensate for the lack of consistency in the importance calculation in the process of entering/removing variables. It was found that a number of variables related to three points and errors classified as subjects of interest in this study were included in the major variables affecting advancing to the playoffs in the NBA. Although this study is similar in that it includes topics such as match results, playoffs, and championship predictions, which have been dealt with in the existing sports data analysis field, and comparatively analyzed several machine learning models for analysis, there is a difference in that the interest features are set in advance and statistically verified, so that it is compared with the machine learning analysis result. Also, it was differentiated from existing studies by presenting explanatory visualization results using SHAP, one of the XAI models.

Food Safety Culture Assessment of Home Meal Replacement Manufacturer (가정간편식 식품 제조업체의 식품안전문화 평가)

  • Cho, Seung Yong;Seok, Dasom
    • Journal of Food Hygiene and Safety
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    • v.34 no.4
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    • pp.380-387
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    • 2019
  • Of great importance in food safety culture are the values of an organization regarding food safety that combine the human and material requirements needed to produce safe and hygienic foods. In recent years, efforts have been made to improve the level of implementation of food safety management systems by improving certain cultural elements of food safety. This study investigated the current state of food safety culture in the HMR manufacturing sector. An anonymous survey of 46 HMR manufacturers of various sizes was conducted to evaluate the implementation status of HACCP prerequisite program and food safety culture. The perceived importance of food safety culture factors and their performance were also surveyed. Employees of HMR manufacturers who participated in this survey recognized that the participation of employees and leadership was the most important factor in ensuring food safety. Smaller enterprises are less aware of the importance of such organizational culture. The survey shows that food safety culture indicators in large companies are generally higher than those of small and medium enterprises. Especially, the manager's level of commitment to food safety, resources input, and education and training was significantly higher than that found at small companies (p=0.005). Among the food safety culture evaluation factors, it was found that education and training had significant influence on HACCP prerequisite program performance. Continued employee education and training on food safety and hygiene are important for HMR manufacturers to achieve HACCP certification standards.

Training Needs Analysis for the Roles and Competency of Field Representatives in Electric Work (전기공사 현장대리인의 역할 및 역량에 대한 교육요구분석)

  • Yun, Hyeon Woo;Yoon, Gwan Sik
    • 대한공업교육학회지
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    • v.40 no.1
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    • pp.142-162
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    • 2015
  • The purpose of this study are to provide the basic data materials and implementations for successful performance of electric-work field representatives of South Korean firms by identifying their roles and competency and examining their educational need. For this research purposes, three phased analysis was followed on: (1) the roles of electric-work field representatives, (2) competency of electric-work field representatives and (3) educational need for their competency. This research method was to conduct a focus group interview for 10 expert field representatives along with survey. The collected data materials were processed by MS Excel and SPSS 21.0 for statistical analysis including average, standard deviation and other basic statistics; the gap in awareness of field representatives; and need values. For the needs analysis, the difference between significance of field representatives' competency and current status was examined by t test. And the awareness gap between competency importance and current status was identified based on the Borich equation. The Locus for Focus model was employed herein to identify the kinds of competency with high importance and high inconsistency to prioritize. As a result, this research has found as follows: first, the roles of field representatives were found to be in 13 different kinds of roles. Second, electric-work field representatives were found to need to have 16 different skills. Third, regarding the 16 abilities, the gap between current status and significance was analyzed herein. The results showed statistically significant differences in all cases. The Borich needs analysis found the first required ability was communication ability followed by power of execution, conflict management ability, analytical thinking and time management ability. Also, the results of Locus for Focus model analysis displayed that the first quadrant(HH) included 7 highly-demanded abilities of communication ability, analytical thinking, decision making ability, specialty, time management ability, power of execution and drive for work implementation. The top-priority group was found to have 5 items of communication ability, analytical thinking, time management ability, power of execution and drive for work implementation which were commonly seen in the Locus for Focus model outcomes. Based on these findings, this research could identify the roles and competency of electric-work field representatives and provide the basic data materials applicable to future personal management of electricity companies including recruitment, division of work, job description, evaluation, etc. Also this research offered guidelines on demanded abilities in the field and where to place priority. The kinds of abilities with high educational demand as found in this research must be considered in designing educational programs for the competency building of field representatives. This research is expected to provide useful information in developing such educational programs for field representatives.

Importance and Satisfaction on Nursing Core Competency of Nurses & Nurse Managers in a Community Hospitals (일 지역 병원 간호사와 간호관리자가 인식하는 간호핵심역량 중요도 및 만족도)

  • Kim, Sang-Dol
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.6
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    • pp.2844-2851
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    • 2013
  • This is a descriptive study to identify the importance and satisfaction on nursing core competencey(NCC) for the clinical practical centered nursing education curriculum revision. The subjects were 136 staff nurses and nurse managers at A and B hospitals in K city. The data were collected from December 1 to 15, 2012. It were analyzed using the SAS program through t-test, ANOVA, Duncan test. There was a significant differences in the score of the importance and satisfaction on NCC within nurses(t=12.64, p<0.0001) and within nurse managers(t=6.20, p<0.0001). Also there was higher in the score of importance on professional knowledge and personality area of the NCC, But there was the most lowest in the score of satisfaction on foreign language skills. Therefore education and health care systems should work closely to promote professional competency of nurses and to strengthen the liberal arts education, including personality and foreign language skills of students nurses.

The Analysis of the Differences in the SME's Perception about Industrial Technology Security Support Policy (산업기술 보안 지원정책에 대한 중소기업의 인식차이 분석)

  • Jung, Yuhan;Chang, Hangbae
    • The Journal of Society for e-Business Studies
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    • v.25 no.4
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    • pp.15-32
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    • 2020
  • Increasing uncertainties in the technological innovation environment and increasing technology competition also present new challenges in terms of industrial technology security. Therefore, the purpose of this study was to identify the direction of policy change necessary for the improvement of related policies in the future by examining the importance and implementation of the government's industrial technology security support policies for small and medium-sized enterprises engaged in industrial technology innovation activities. As a result of the analysis, first of all, small and medium-sized enterprises that responded to the government's industrial technology security support policy were perceived to be less performing than the importance of the program. These results can be said to mean that selective budget expansion for related policy programs may be necessary, along with efforts to improve the quality of each program. Second, an analysis of the differences in group recognition between new technology certification firms and industrial technology verification(certification) companies showed that significant differences exist between groups for the program. These results suggest that more effective operation of the relevant policies may require policy enforcement in consideration of the level of security and will of each company in industrial technology, as much as the quantitative characteristics of the entity. This study is meaningful in providing the necessary policy directional basic information for the design and execution of more specific and effective industrial technology security policies by presenting empirical research results that domestic small and medium-sized enterprises are aware of about the government's industrial technology security policies.

The Study on Essential Competencies for University Students in consideration of University Specialization and Major: Focusing on Hotel and Tourism Management (대학특성과 전공을 고려한 대학생 핵심역량에 관한 연구: 호텔관광경영전공을 중심으로)

  • Jung, Hae-Yong
    • Journal of Digital Convergence
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    • v.13 no.10
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    • pp.19-32
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    • 2015
  • This research was performed to provide a basic data for reforming University and Hotel & Tourism Management Curriculum Framework based on competency-based education, especially through identifying university students' competency categories of that reflect on the specialization and major of university. For the purpose of this research first, based on the literature review and empirical study, this paper grouped competencies into four areas: Generic Competencies, Specific Competencies, Personality Competencies, and University Specialization Competencies. Second, this paper examined empirical test through a survey of university students by Importance-Performance Analysis on four main categories. As a result of empirical test, four main categories were statistically verified, and the differences among majors about importance, performance and educational needs of each four competencies were analyzed significantly. There were proved that hospitality major is higher than other majors in importance of Generic and Personality Competency and performance of Generic Competency as well.

한약재의 안전성 평가연구II

  • 김승영;황현욱;이현정;김광중;박문기
    • Proceedings of the Korean Environmental Sciences Society Conference
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    • 2004.05a
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    • pp.375-379
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    • 2004
  • 중금속의 경우 몇가지 약재에 있어서 중국산과 경북산의 뚜렷한 차이는 없었으나 산약과 작약의 경우는 중국산이 중금속 함량이 높았으며 시호와 천궁의 경우는 경북산이 중금속 함량이 높았다. 그러나 이들 약재로 인한 결과를 전체 중국산과 국내산의 비교 값으로 대표 할 수는 없다. 한약재에 함유된 무기질과 중금속 함량간의 유의성을 검정하여 상관관계를 확인하려 했으나 약재간의 특이성과 무기질 및 중금속간 흡수능의 차이로 인한 뚜렷한 상관관계를 검정하기가 어려웠다. 한약재에서 생체내에서 중요한 필수 무기질에 대한 분석은 안전성과 규격화를 위한 필요한 기초연구이며, 이에 관한 데이터뱅크가 마련된다면 한약재에 함유된 무기질의 영양학적 가치를 통해 질병의 예방과 치료에 중요한 정보원으로 유용성을 확보할 수 있으므로 좀더 많은 연구가 광범위하고 지속적으로 수행되어져야 할 과제라고 사료된다.

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