• Title/Summary/Keyword: Discriminatory analysis

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Analysis of Discriminatory Patterns in Performing Arts Recognized by Large Language Models (LLMs): Focused on ChatGPT (거대언어모델(LLM)이 인식하는 공연예술의 차별 양상 분석: ChatGPT를 중심으로)

  • Jiae Choi
    • Journal of Intelligence and Information Systems
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    • v.29 no.3
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    • pp.401-418
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    • 2023
  • Recently, the socio-economic interest in Large Language Models (LLMs) has been growing due to the emergence of ChatGPT. As a type of generative AI, LLMs have reached the level of script creation. In this regard, it is important to address the issue of discrimination (sexism, racism, religious discrimination, ageism, etc.) in the performing arts in general or in specific performing arts works or organizations in a large language model that will be widely used by the general public and professionals. However, there has not yet been a full-scale investigation and discussion on the issue of discrimination in the performing arts in large-scale language models. Therefore, the purpose of this study is to textually analyze the perceptions of discrimination issues in the performing arts from LMMs and to derive implications for the performing arts field and the development of LMMs. First, BBQ (Bias Benchmark for QA) questions and measures for nine discrimination issues were used to measure the sensitivity to discrimination of the giant language models, and the answers derived from the representative giant language models were verified by performing arts experts to see if there were any parts of the giant language models' misperceptions, and then the giant language models' perceptions of the ethics of discriminatory views in the performing arts field were analyzed through the content analysis method. As a result of the analysis, implications for the performing arts field and points to be noted in the development of large-scale linguistic models were derived and discussed.

An Empirical Study on extracting significant technology valuation index of IT SMES (IT중소벤처 유의적 기술평가항목추출에 관한 실증연구)

  • Yang, Dong-U
    • Journal of Korea Technology Innovation Society
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    • v.8 no.1
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    • pp.277-295
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    • 2005
  • The objective of the study is to verify the discriminatory power of valuation indexes in predicting IT small and medium sized manufacturing firms' going concern or firms' failure. The result of the study is expected to be useful in loan evaluation, investment decision, internal management decision making and business improvement. The results of study is as follows. First, we find that at least six valuation index elements are significant ex-ante variable which are discriminating between firms' going concern and firms' failure in IT small and medium sized manufacturing firms in various analysis' results. Second, these index elements are composed of 2 indexes-the ability of technology R&D, the efficient strategy of market penetration and six index elements explain 46% of the total variance. This explainable power of these indexed is similar to that of the existing 16 index elements. Finally, we find that the most important success factor of IT small and medium sized manufacturing firms are the ability of technology R&D and the efficient strategy of market penetration.

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Measuring Firms' R&D Performance: an exploratory study on sectoral differences in R&D performance (기업의 R&D 성과 측정 : 산업간 차이에 대한 탐색적 연구)

  • 김승겸;이학연;박용태
    • Proceedings of the Technology Innovation Conference
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    • 2006.02a
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    • pp.5-20
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    • 2006
  • An efficient and productive R&D operation is a major source of competitive advantage in today's economy, and a lot of efforts are made to raise R&D productivity. A prerequisite for making R&D more efficient and productive is to be able to measure it. Hence, a number of studies have attempted to measure R&D productivity. R&D productivity, in the previous studies, was measured with patents at the firm or industry level. However, most previous studies considered only a quantitative aspect, not a quantitative aspect of patents. In this study, various dimensions of patent quality as well as patent quantity were considered for the measurement of R&D performance. The differences in R&D performance across sectors were examined, and it was found that electrical/electronic industry shows higher R&D performance than mechanic and chemical industries. Discriminant analysis based on inputs and outputs for R&D shows' that there exist a strong discriminatory power across industries. The results of this research can provide the directions 'for the firm's R&D policy.

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Research Trends in Chemical Analysis Based Explosive Detection Techniques (화학분석 기반 폭발물 탐지 기술 동향)

  • Moon, Sanghyeon;Lee, Wonjoo;Lee, Kiyoung
    • Applied Chemistry for Engineering
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    • v.33 no.1
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    • pp.1-10
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    • 2022
  • This paper reviews the principles, advantages, and disadvantages of main explosives detection technologies, as well as research areas needed in the future. Explosives detection technology can be classified into spectroscopic methods, sensor techniques, and olfactory type sensors. There have been advances in explosives detection technology, however studies on discriminatory, portability, and sensitivity for explosives detection still remained competitive.

Suggestion of a Strategy for Fashion Customization Services -An Integrated Perspective of Narcissism and Brand Prestige-

  • Ha Youn, Kim;Yunjeong, Kim
    • Journal of Fashion Business
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    • v.26 no.6
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    • pp.64-81
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    • 2022
  • Many fashion brands provide sophisticated customization services with advanced technology. Previous studies have revealed that a high level of customization aided by technology positively influences purchase intention. However, since fashion products are society-approved symbols, brand prestige and consumer propensity are expected to affect purchase behavior of customized products. This study aims to identify the purchase decision mechanism of customized products by identifying the relationships among self-expression, brand prestige, narcissistic disposition, and purchase intention. An online survey was conducted on 220 Korean women in their 20s and 30s with customization experience. The results of the data analysis showed that the affluent customization area and narcissistic disposition positively affected purchase intention. Surprisingly, when brand prestige was high and narcissistic disposition was low, the more affluent the customization area, the higher the purchase intention. However, for higher narcissistic disposition, no significant relationship was found between the customization area and purchase intention. This study provides insights into discriminatory customization strategies based on consumer propensity and the brand prestige level when providing customization services in fashion brands.

Molecular Characterization of Marine Cyanobacteria from the Indian Subcontinent Deduced from Sequence Analysis of the Phycocyanin Operon (cpcB-IGS-cpcA) and 16S-23S ITS Region

  • Premanandh, Jagadeesan;Priya, Balakrishnan;Teneva, Ivanka;Dzhambazov, Balik;Prabaharan, Dharmar;Uma, Lakshmanan
    • Journal of Microbiology
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    • v.44 no.6
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    • pp.607-616
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    • 2006
  • Molecular characterization of ten marine cyanobacterial isolates belonging to the order Oscillatoriales was carried out using the phycocyanin locus (cpcBA-IGS) and the 16S-23S internally transcribed spacer region. DNA sequences from the phycocyanin operon discriminated ten genotypes, which corresponded to seven morphotypes identified by traditional microscopic analysis. The cpcB coding region revealed 17% nucleotide variation, while cpcA exhibited 29% variation across the studied species. Phylogenetic analyses support the conclusion that the Phormidium and Leptolyngbya genera are not monophyletic. The nucleotide variations were heterogeneously distributed with no or minimal informative nucleotides. Our results suggest that the discriminatory power of the phycocyanin region varies across the cyanobacterial species and strains. The DNA sequence analysis of the 16S-23S internally transcribed spacer region also supports the polyphyletic nature of the studied oscillatorian cyanobacteria. This study demonstrated that morphologically very similar strains might differ genotypically. Thus, molecular approaches comprising different gene regions in combination with morphological criteria may provide better taxonomical resolution of the order Oscillatoriales.

An approach for simultaneous determination for geographical origins of Korean Panax ginseng by UPLC-QTOF/MS coupled with OPLS-DA models

  • Song, Hyuk-Hwan;Kim, Doo-Young;Woo, Soyeun;Lee, Hyeong-Kyu;Oh, Sei-Ryang
    • Journal of Ginseng Research
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    • v.37 no.3
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    • pp.341-348
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    • 2013
  • Identification of the origins of Panax ginseng has been issued in Korea scientifically and economically. We describe a metabolomics approach used for discrimination and prediction of ginseng roots from different origins in Korea. The fresh ginseng roots from six ginseng cooperative associations (Gangwon, Gaeseong, Punggi, Chungbuk, Jeonbuk, and Anseong) were analyzed by UPLC-MS-based approach combined with orthogonal projections to latent structure-discriminant analysis multivariate analysis. The ginsengs from Gangwon and Gaeseong were easily differentiated. We further analyzed the metabolomics results in subgroups. Punggi, Chungbuk, Jeonbuk, and Anseong ginseng could be easily differentiated by the first two orthogonal components. As a validation of the discrimination model, we performed blind prediction tests of sample origins using an external test set. Our model predicted their geographical origins as 99.7% probability. The robust discriminatory power and statistical validity of our method suggest its general applicability for determining the origins of P. ginseng samples.

An Analysis of the Determinants of Consumers' Perceived Medical Service Quality and Complaining Behavior (소비자들이 지각한 의료서비스 품질결정요인과 불만호소행동 특성 분석 -인천, 부천 지역을 중심으로-)

  • 강이주
    • Journal of the Korean Home Economics Association
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    • v.35 no.2
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    • pp.217-234
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    • 1997
  • This study attempts to analyze some determinants of consumers' medical service quality and their complaining behavior. The results can be summerized as follows: 1. The determinants of consumers' perceived medical service quality could be categorized as five factors; i.e. nursery, hospital environment, medical doctors, other staffs service fee. Among them nursery sector consists of 32% variance. 2. According to the discriminant analysis, those determinants are of great value to distinguish between satisfied/unsatisfied group. The hit ratio was 85.4% which is relatively high score. 3. The type of complaining behavior could be grouped into no action, private and public complaining behavior. Most of respondents belonged to no action group and a few showed private complaining behavior. Any respondents who were willing to show public complaining behavior could not be found out. 4. These variables which influence complaining behavior were preconception toward hospital, barrier to complaining process and expected complaining behavior. Among them the first one was most influential variable. 5. In order to distinguish between complaining/non complaining behavior group, discriminant analysis was done. The result showed the above three variables had a significantly discriminatory power, the hit ratio reaching above 70%. In summary, we can see that consumers' evaluation on the whole medical service depends on the external factor such as staffs' attitude or hospital facilities due to the lack of their ability to evaluate highly specialized service like doctor's treatment.

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Evaluation of agronomic traits variability in wheat germplasm

  • Yoon, Jin Seok;Seo, Yong Weon
    • Proceedings of the Korean Society of Crop Science Conference
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    • 2017.06a
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    • pp.74-74
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    • 2017
  • Wheat is one of the world's most important crop species. Recently, abnormal climate changes directly influence on the significant reduction of wheat productivity in the world. This threaten allow breeders to find new genetic resources. Wheat is one of the widely grown crops in the world. Individual cultivars / germplasm is adapted in that region where the climate is unique to each other. Therefore, introducing new genetic resources which was good in one place may better perform in another region. In this study, we evaluated germplasm in Korean environment and measured numerous agro-morphological characteristics. Information that are provided by the National Agrobiodiversity Center (Jeonju, Korea) and National Plant Germplasm System (Aberdeen, USA) were included in the analysis. Cluster analysis was performed using the unweight pair-group method of averages. The results of PCA indicated principal discriminatory characteristics of wheat landraces and varieties. Significant differences indicated high variability among the quantitative traits. Cluster analysis results showed that the groups were divided by geological climate condition. The preliminary evaluation of germplasms in Korean environment would help to develop wheat cultivars via providing useful genetic traits that are resided in alien germplasms.

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An Empirical Analysis on the Determinants of Residential Mobility and Reclassifying Urban and Rural Areas (도시와 농촌의 재유형화와 주거이동 결정요인 분석)

  • Heewon Chang;Donghwan An
    • Journal of Korean Society of Rural Planning
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    • v.30 no.2
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    • pp.79-96
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    • 2024
  • The purpose of this study is to analyze the factors affecting residential mobility between urban and rural. After classifying urban and rural region based on discriminatory attributes of the regions, we applied a multinomial logistic model, using the sample data of 2020 Korea Population and Housing Census. The major findings are as follows. The young highly educated in cities avoided rural. The young less educated in rural engaged in 2, 3th industries as well as agricultural industry, but remained in low-paying and unstable jobs. In addition, various classes moved to rural and rising house prices in cities pushed people to rural. Therefore, it is necessary to develop diversified regional industry models and provide opportunities for high quality and stable jobs in rural by linking industrial demand, education and jobs. Also, preserving the rural environment, settlement conditions and residential environment are needed for satisfying various needs of urban residents who migrate to rural areas. While regional policies so far have focused on maintaining the population size and promoting a population influx, rural development and population policies should be established in a way that responds to diverse population classes in an era of population decline.