• 제목/요약/키워드: terms analysis

검색결과 15,890건 처리시간 0.046초

한글 정형화 방법에 기반한 상품평 감성분석의 제품 개발 적용 방법 연구 (A Study of Customer Review Analysis for Product Development based on Korean Language Processing)

  • 우제혁;정민규;이재현;서효원
    • 한국산업정보학회논문지
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    • 제27권1호
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    • pp.49-62
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    • 2022
  • 온라인 상품평 데이터는 제품의 특성에 대한 구체적인 평가를 담고 있으면서도 인터넷상에서 쉽게 수집할 수 있기에 제품의 장단점 및 긍정/부정 척도를 판단하기에 높은 효용 가치를 가진다. 기존의 감성 분석 연구들은 여러 문장으로 구성된 상품평 전체 단위의 감성 평가 방법을 제안하였다. 제품의 여러 속성별로 감성 평가 결과를 얻을 수 있으면 후속 제품 개발 과정에 유효한 입력이 될 수 있다. 본 논문에서는 제품의 속성 단위의 감성 분석을 하기 위해 상품평의 문장 단위로부터 제품 속성을 추출하여 감성 평가를 수행하는 방법을 제안한다. 먼저 양방향 LSTM과 조건부 무작위장(CRF)을 활용한 문장분석 모델을 통해 제품 속성과 감성어를 추출한다. 추출된 제품 속성별 감성 평가 결과는 본 논문에서 제안하는 감성 평가 규칙을 활용하여 계산된다. 제품 속성별 감성평가 결과는 품질 전개 기법에 적용되어 후속 제품 개발과정에 반영된다. 제안하는 방법론은 헤어드라이기 제품 사례를 통해 적정성을 보여준다.

빅데이터를 활용한 화병, 우울증, 자살의 검색 상관관계 분석: 2016년부터 2022년까지 (Correlation Analysis among Searches of Hwa-Byung, Depression, and Suicide Using Big Data: from 2016 to 2022)

  • 권찬영;김원일
    • 동의신경정신과학회지
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    • 제34권1호
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    • pp.13-21
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    • 2023
  • Objectives: The aim of this study was to analyze correlations among searches of hwa-byung, depression, and suicide using big data. Methods: Keywords searches were performed using both Google Trends and Naver Data Lab on December 13, 2022. From 2016 to 2022, search results for keywords 'hwa-byung', 'depression', and 'suicide' were extracted with a score between 0 and 100 in terms of relative search popularity (RSP). Monthly time analysis, correlation analysis, and regional analysis were then conducted for these scores. Results: Regardless of the search period, RSP for both portal sites was in the order of 'suicide', 'depression', and 'hwa-byung'. Over time, search for 'depression' tended to increase in Google (slope: 0.0092), whereas search for 'hwa-byung' showed a slight increase in Naver (slope: 0.0024). Correlation coefficient for search terms 'depression' and 'suicide' was 0.3969 in Google Trends and 0.4459 in Naver Data Lab, showing clear positive correlations. On the other hand, there was little correlation between search results of 'hwa-byung' and 'depression' or between 'hwa-byung' and 'suicide'. However, compared to males, females showed higher positive associations between search results of 'hwa-byung' and 'depression' and between 'hwa-byung' and 'suicide'. Search terms 'depression' and 'suicide' showed high RSPs in most regions in South Korea. However, 'hwa-byung' had distinct regional differences in terms of RSP. Conclusions: Results of this study will help us understand Korean public's perception of the relevance of hwa-byung, depression, and suicide and plan future research in this topic. In addition, findings of this study may provide future public health implications for reducing the high suicide rate in Korea.

Beyond Categories: A Structural Analysis of the Social Representations of Information Users' Collective Perceptions on 'Relevance'

  • Ju, Boryung;O'Connor, Daniel O.
    • Journal of Information Science Theory and Practice
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    • 제1권2호
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    • pp.16-35
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    • 2013
  • Relevance has a long history of scholarly investigation and discussion in information science. One of its notable concepts is that of 'user-based' relevance. The purpose of this study is to examine how users construct their perspective on the concept of relevance; to analyze what the constituent elements (facets) of relevance are, in terms of core-periphery status; and to compare the difference of constructions of two groups of users (information users vs. information professionals) as applied with a social representations theory perspective. Data were collected from 244 information users and 123 information professionals through use of a free word association method. Three methods were employed to analyze data: (1) content analysis was used to elicit 26 categories (facets) of the concept of relevance; (2) structural analysis of social representations was used to determine the core-periphery status of those facets in terms of coreness, sum of similarity, and weighted frequency; and, (3) maximum tree analysis was used to present and compare the differences between the two groups. Elicited categories in this study overlap with the ones from previous relevance studies, while the findings of a core-periphery analysis show that Topicality, User-needs, Reliability/Credibility, and Importance are configured as core concepts for the information user group, while Topicality, User-needs, Reliability/Credibility, and Currency are core concepts for the information professional group. Differences between the social representations of relevance revealed that Topicality was similar to User-needs and to Importance. Author is closely related to Title while Reliability/Credibility is linked with Currency. Easiness/Clarity is similar to Accuracy. Overall, information users and professionals function with a similar social collective of shared meanings for the concept of relevance. The overall findings identify the core and periphery concepts of relevance and their relationships in terms of coreness, similarity, and weighted frequency.

디자인 분야에서 빅데이터를 활용한 감성평가방법 모색 -한복 연관 디자인 요소, 감성적 반응, 평가어휘를 중심으로- (An Investigation of a Sensibility Evaluation Method Using Big Data in the Field of Design -Focusing on Hanbok Related Design Factors, Sensibility Responses, and Evaluation Terms-)

  • 안효선;이인성
    • 한국의류학회지
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    • 제40권6호
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    • pp.1034-1044
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    • 2016
  • This study seeks a method to objectively evaluate sensibility based on Big Data in the field of design. In order to do so, this study examined the sensibility responses on design factors for the public through a network analysis of texts displayed in social media. 'Hanbok', a formal clothing that represents Korea, was selected as the subject for the research methodology. We then collected 47,677 keywords related to Hanbok from 12,000 posts on Naver blogs from January $1^{st}$ to December $31^{st}$ 2015 and that analyzed using social matrix (a Big Data analysis software) rather than using previous survey methods. We also derived 56 key-words related to design elements and sensibility responses of Hanbok. Centrality analysis and CONCOR analysis were conducted using Ucinet6. The visualization of the network text analysis allowed the categorization of the main design factors of Hanbok with evaluation terms that mean positive, negative, and neutral sensibility responses. We also derived key evaluation factors for Hanbok as fitting, rationality, trend, and uniqueness. The evaluation terms extracted based on natural language processing technologies of atypical data have validity as a scale for evaluation and are expected to be suitable for utilization in an index for sensibility evaluation that supplements the limits of previous surveys and statistical analysis methods. The network text analysis method used in this study provides new guidelines for the use of Big Data involving sensibility evaluation methods in the field of design.

Reliability of microarray analysis for studying periodontitis: low consistency in 2 periodontitis cohort data sets from different platforms and an integrative meta-analysis

  • Jeon, Yoon-Seon;Shivakumar, Manu;Kim, Dokyoon;Kim, Chang-Sung;Lee, Jung-Seok
    • Journal of Periodontal and Implant Science
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    • 제51권1호
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    • pp.18-29
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    • 2021
  • Purpose: The aim of this study was to compare the characteristic expression patterns of advanced periodontitis in 2 cohort data sets analyzed using different microarray platforms, and to identify differentially expressed genes (DEGs) through a meta-analysis of both data sets. Methods: Twenty-two patients for cohort 1 and 40 patients for cohort 2 were recruited with the same inclusion criteria. The 2 cohort groups were analyzed using different platforms: Illumina and Agilent. A meta-analysis was performed to increase reliability by removing statistical differences between platforms. An integrative meta-analysis based on an empirical Bayesian methodology (ComBat) was conducted. DEGs for the integrated data sets were identified using the limma package to adjust for age, sex, and platform and compared with the results for cohorts 1 and 2. Clustering and pathway analyses were also performed. Results: This study detected 557 and 246 DEGs in cohorts 1 and 2, respectively, with 146 and 42 significantly enriched gene ontology (GO) terms. Overlapping between cohorts 1 and 2 was present in 59 DEGs and 18 GO terms. However, only 6 genes from the top 30 enriched DEGs overlapped, and there were no overlapping GO terms in the top 30 enriched pathways. The integrative meta-analysis detected 34 DEGs, of which 10 overlapped in all the integrated data sets of cohorts 1 and 2. Conclusions: The characteristic expression pattern differed between periodontitis and the healthy periodontium, but the consistency between the data sets from different cohorts and metadata was too low to suggest specific biomarkers for identifying periodontitis.

남한과 북한의 천문용어 비교 분석 (COMPARATIVE ANALYSIS OF ASTRONOMICAL TERMINOLOGY USED IN SOUTH KOREA AND NORTH KOREA)

  • 양홍진;최고은;임인성;최현규;노경란;최효정
    • 천문학논총
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    • 제34권3호
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    • pp.41-48
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    • 2019
  • We compared and analyzed the astronomy terms currently used by astronomers in the two Koreas to promote inter-Korean astronomy cooperation. We analyzed a total of 2716 pairs of terms common in both Koreas glossaries, using the astronomical terminology contained in the South Korean source, the 'Terminology of Astronomy', and the North Korean source, 'Mirror 2.0'. For each pair of terms, their morphological features and meanings were compared. We categorized into 11 groups for comparison of astronomical terms. We found that most of the terms are used similarly in the two Koreas. About 47% of the total is similar in form. Although terms are different, meanings communicate about 37% of the total. As a result, similar terms used by the two Koreas correspond to about 85% of the total. However, 15% of terms are difficult to understand because they have different forms or meanings such as diffraction (회절/에돌이), flare (플레어/요반) etc. Further research on terms that are used differently by the two Koreas, and the conversion of appropriate terms through mutual understanding should be made in the future.

오용되고 있는 의류용어의 원류와 그 의미 분석 (A Study on the Origin of the Misused Clothing Terms and the Analysis of the Meanings)

  • 조규화
    • 한국의류학회지
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    • 제19권3호
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    • pp.483-503
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    • 1995
  • The purpose of this study was to clarify the origin which have misused terms, analyze Its meanings and suggest the unified terms. The content of this study are as follows. The origin of the terms in western dress is different with the areas of cultural influence. Japanese occupied much more than other languages in the apparel industry after the civilization. and English has dominated in the educational filed since 1945 the Liberalization. French, German, Portuguese, Spanish, Dutch are added. These languages came to the clothing field via Japanese and English or directly from the countries. 망토(manteau프), 메리야스(medias스), 러닝셔츠(일) 라사(raxa네), 오트 쿠튀르(Haute Couture 프), 비로드(veludo 포), etc. However the words of foreign origin have misused or corrupted until now a days. 마이 (재킷, 상의), 노 슬립, 소데나시 (슬리브리스, 민소매) 넌라쟈(브래지어), 노타이, 노타이샤쓰(오픈칼라 셔츠, 넥타이를 매지 않은 셔츠) 와이샤쓰(드레스 ttu츠), etc. And also these terms are confused in using because of the word's diversity, the different nationality, change of the marking rules, and the difference between the education and production field terms. On the others hand, this study explained the differences between western costume and Korean costume as the clothing manufacture terms were translated to Korean. bodice-길, collar, neckline-깃, belt, sash-(허리)띠 And then the untied terms were suggested through the comparison production field and educational area (including schools and institutes). lapel, 라펠(학교용어) (학원용어), 가에리 (일) (의류산업 현장용어), 아랫깃(통일어) By the way, this study involved the origin of and misused teams in sewing and presented the unified terms. 미까시 (X)-미 카에시(일) - 안단($\bigcirc$), 이새(X)―홈줄임 ($\bigcirc$) As the above , the characteristics of clothing terms which have misused are Japans,;e, corrupt Japanese, false reports foreign words via Korean, Japanese, compound words of Korean and Japanese, compound words of English and Japanese. And also the words of foreign origin in clothing had the following tendency in the marking system. There are ellipsis of form, sex, timber, grammatical case '-ing', '-ed' in adjective and long vowels express to short vowels. We can see this phenomena as the rule of curtailment labor.

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공과대학 학생들의 융합에 대한 태도와 공학교육인증, 성별, 학년과의 관련성 -잠재집단분석의 적용- (The Relationship of Engineering Education Accreditation Program, Gender, and Academic Year with Attitude towards Convergence among Engineering Students: Application of Latent Class Analysis)

  • 이준기;신세인;아리프 라흐마툴라흐;하민수
    • 한국과학교육학회지
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    • 제37권1호
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    • pp.113-123
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    • 2017
  • 이 연구는 국내 공학전공대학생들의 융합에 대한 태도를 조사하고, 공학교육인증제 프로그램 이수, 성별, 학년 변수와의 관련성을 알아보고자 이루어졌다. 구체적인 연구 목적은 다음과 같다. 첫째, 융합에 대한 태도 검사도구가 공학전공대학생들에게 신뢰롭고 타당하게 적용되는지 확인하였다. 둘째, 공학교육인증제 프로그램 이수, 성별, 학년에 따른 융합에 대한 태도의 차이가 있는지 확인하였다. 셋째, 학습자중심 접근을 바탕으로 공과대학생들의 융합에 대한 태도에 따라 분류되는 잠재집단을 탐색하였으며, 규명된 각 잠재집단과 변수간의 관계를 확인하였다. 이 연구에서는 2076명의 공과대학생들이 참여하였다. 융합에 대한 태도 검사도구의 타당성 및 신뢰성은 요인분석, 내적 일관성 신뢰도, 라쉬분석을 활용하여 확인하였으며, 분석결과 공과대학학생들에게 적용한 융합에 대한 태도 검사도구가 신뢰성과 타당함을 확인되었다. 또한 공학교육인증제 프로그램 이수, 성별, 학년에 따른 융합에 대한 태도의 차이를 확인하기 위하여 독립표본 t-검정, 분산분석을 사용하였다. 융합에 대한 태도는 공학교육인증제 프로그램, 성별, 학년에 따른 유의미한 차이가 나타났는데, 공학교육인증제 프로그램을 선택하고, 남학생이며 학년이 높을수록 융합에 대한 태도가 높게 나타났다. 마지막으로 융합에 대한 태도에 따라 구별되는 잠재집단을 탐색하기 위해 잠재집단분석(Latent class analysis)을 수행한 결과, 다섯 가지의 잠재집단이 규명되었다. 또한 규명된 잠재집단과 공학교육인증 프로그램 선택여부와 성별, 학년과의 관계를 파악하기 위해 카이제곱검정을 수행한 결과 세 변수는 모두 잠재집단 분포와 유의미한 관계가 있었다. 이러한 결과를 바탕으로 학습자의 특성과 다양성을 고려한 공과대학 융합 교육에 대하여 논의하였다.

대학캠퍼스 외부공간 경관요소 평가에 관한 연구 (A Study on the Evaluation of Landscape Elements in Outdoor Space at University Campus)

  • 김익환;김천일
    • 교육녹색환경연구
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    • 제12권3호
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    • pp.58-67
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    • 2013
  • This study is to analyze the satisfaction and the image evaluation of landscape elements in outdoor space by types of the university campus. The results are as follows. 1) Out of outdoor elements at university campus, planting area, resting area, access road, and water feature are recognized as major landscape elements. Among them, planting area and access roads are evaluated low in terms of satisfaction levels, therefore, improvement on these elements are required. 2) In outdoor space image evaluation, university campus has image such as 'simple', 'clear', and 'safe'. By scale of universities, both 'A' university, which is the biggest in terms of size of campus, and 'B' university, which has a medium sized campus, have a positive image. However, 'C' university, which is the smallest in terms of size of campus, has a passive and negative image. 3) 6 factors are extracted through Factor Analysis for image evaluation. All of the universities show positive image in the categories of 'clarity' and 'familiarity', however, 'B' university and 'C' university show negative image in the category of 'scale'. 4) In Correlation Analysis between landscape elements satisfaction level and image evaluation, it is showed that the group of landscape facility becomes a relation factor of overall image evaluation. As a result, the higher satisfaction level goes, the better image evaluation of overall outdoor space at university campus is.

실제 임상 데이터를 이용한 NONMEM 7.2에 도입된 추정법 비교 연구 (Comparison of Estimation Methods in NONMEM 7.2: Application to a Real Clinical Trial Dataset)

  • 윤휘열;채정우;권광일
    • 한국임상약학회지
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    • 제23권2호
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    • pp.137-141
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    • 2013
  • Purpose: This study compared the performance of new NONMEM estimation methods using a population analysis dataset collected from a clinical study that consisted of 40 individuals and 567 observations after a single oral dose of glimepiride. Method: The NONMEM 7.2 estimation methods tested were first-order conditional estimation with interaction (FOCEI), importance sampling (IMP), importance sampling assisted by mode a posteriori (IMPMAP), iterative two stage (ITS), stochastic approximation expectation-maximization (SAEM), and Markov chain Monte Carlo Bayesian (BAYES) using a two-compartment open model. Results: The parameters estimated by IMP, IMPMAP, ITS, SAEM, and BAYES were similar to those estimated using FOCEI, and the objective function value (OFV) for diagnosing the model criteria was significantly decreased in FOCEI, IMPMAP, SAEM, and BAYES in comparison with IMP. Parameter precision in terms of the estimated standard error was estimated precisely with FOCEI, IMP, IMPMAP, and BAYES. The run time for the model analysis was shortest with BAYES. Conclusion: In conclusion, the new estimation methods in NONMEM 7.2 performed similarly in terms of parameter estimation, but the results in terms of parameter precision and model run times using BAYES were most suitable for analyzing this dataset.