• Title/Summary/Keyword: 표본추출방법

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Research and Optimization of Face Detection Algorithm Based on MTCNN Model in Complex Environment (복잡한 환경에서 MTCNN 모델 기반 얼굴 검출 알고리즘 개선 연구)

  • Fu, Yumei;Kim, Minyoung;Jang, Jong-wook
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.1
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    • pp.50-56
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    • 2020
  • With the rapid development of deep neural network theory and application research, the effect of face detection has been improved. However, due to the complexity of deep neural network calculation and the high complexity of the detection environment, how to detect face quickly and accurately becomes the main problem. This paper is based on the relatively simple model of the MTCNN model, using FDDB (Face Detection Dataset and Benchmark Homepage), LFW (Field Label Face) and FaceScrub public datasets as training samples. At the same time of sorting out and introducing MTCNN(Multi-Task Cascaded Convolutional Neural Network) model, it explores how to improve training speed and Increase performance at the same time. In this paper, the dynamic image pyramid technology is used to replace the traditional image pyramid technology to segment samples, and OHEM (the online hard example mine) function in MTCNN model is deleted in training, so as to improve the training speed.

Perceptions Types of Workplace Bullying among Clinical Nurses (임상간호사의 태움에 대한 인식 유형)

  • Lee, Hye-Jin;Lee, Joo-Young;Lee, Do-Young
    • Journal of the Korea Convergence Society
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    • v.12 no.6
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    • pp.289-302
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    • 2021
  • This study is an exploratory study aimed at identifying the type and identifying type-specific characteristics by applying Q methodology to identify the perception of workplace bullying among clinical nurses. Methods: A total of 38 Q samples were selected and data were collected from 36 clinical nurses. Collected data were analyzed by the PC QUANL program. Six types have been identified about the clinical nurse's perception of workplace bullying. Type I-1 was "Endurance", I-2 was "Hazing", Type II-1 was "Rite of passage", Type II-2 was "Territorial individual", Type III-1 was "Hierarchical order", Type III-2 was "Interpersonal silent". These results can be useful in developing improvement programs such as interpersonal relationships and communication. In addition, practical strategies are required to improve the nursing work environment.

A Study on the Subjective Perception Types of Vulnerable Adolescents on the School Environment (취약계층 청소년의 학교환경에 대한 주관적 인식유형 연구)

  • Lee, Yu-Jin;Kim, Hyoung-Tae
    • The Journal of the Korea Contents Association
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    • v.22 no.2
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    • pp.431-446
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    • 2022
  • In this study, the characteristics of the experiences and perceptions of vulnerable adolescents on the school environment were explored and categorized, and of which the meanings were confirmed. For this purpose, Q methodology was used, and 94 Q samples were extracted by analyzing pre-interviews, literature analysis, and media search contents to form a Q population. Q classification was performed on the subjects. The schools belonging to the sample P are 7 high schools in Seoul and 4 high schools in Gyeonggi-do. As a result of analyzing the data collected in Q sorting using QUANL-PC program, a Q analysis program, it was classified into 4 types. Type 1 is 'a conformal and moeling type', and Type 2 is 'negative and defiant type', Type 3 is 'passive and helpless type' and Type 4 is 'progressive and struggling type'. Through this study, it is expected that this study will be able to understand the experiences and perceptions of the school environment of underprivileged adolescents, and to obtain the necessary clues for realistic support strategies for them.

Validation of Suitable Zooplankton Enumeration Method for Species Diversity Study Using Rarefaction Curve and Extrapolation (종 다양성 평가를 위한 호소 생태계 동물플랑크톤 조사 방법 연구: 희박화 분석(rarefaction analysis)을 이용한 적정 시료 농축 정도 및 부차 시료 추출량의 검증)

  • Hye-Ji Oh;Yerim Choi;Hyunjoon Kim;Geun-Hyeok Hong;Young-Seuk Park;Yong-Jae Kim;Kwang-Hyeon Chang
    • Korean Journal of Ecology and Environment
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    • v.55 no.4
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    • pp.274-284
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    • 2022
  • Through sample-size-based rarefaction analyses, we tried to suggest the appropriate degree of sample concentration and sub-sample extraction, as a way to estimate more accurate zooplankton species diversity when assessing biodiversity. When we collected zooplankton from three reservoirs with different environmental characteristics, the estimated species richness (S) and Shannon's H' values showed different changing patterns according to the amount of sub-sample extracted from the whole sample by reservoir. However, consequently, their zooplankton diversity indices were estimated the highest values when analyzed by extracting the largest amount of sub-sample. As a result of rarefaction analysis about sample coverage, in the case of deep eutrophic reservoir (Juam) with high zooplankton species and individual numbers, it was analyzed that 99.8% of the whole samples were represented by only 1 mL of sub-sample based on 100 mL of concentrated samples. On the other hand, in Soyang reservoir, which showed very small species and individual numbers, a relatively low representation at 97% when 10 mL of sub-sample was extracted from the same amount of concentrated sample. As such, the representation of sub-sample for the whole zooplankton sample varies depending on the individual density in the sample collected from the field. If the degree of concentration of samples and the amount of sub-sample extraction are adjusted according to the collected individual density, it is believed that errors that occur when comparing the number of species and diversity indices among different water bodies can be minimized.

A Nationwide Survey on the Child Day Care and Common Infectious Diseases (영유아의 보육시설 이용과 감염성 질환 실태 연구)

  • Ahn, Jong Gyun;Choi, Seong Yeol;Kim, Dong Soo;Kim, Ki Hwan
    • Pediatric Infection and Vaccine
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    • v.19 no.1
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    • pp.19-27
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    • 2012
  • Purpose : As the number of children who attend child care centers has increased, concerns has increased about the effect of child day care on childhood illness. This study was conducted to examine the relationship between experience in child care and common infectious diseases in children under 5 years of age. Methods : Data were collected by surveying 1,000 respondents with children under age 5 through online interviews using a structured questionnaire. The contents of the survey were composed of demographic characteristics, child care facilities usage, experience in infectious diseases, and immunization status Results : Among the 1,000 children <5 years of age, 78.5% attended a child care facility. Rates of common communicable illnesses were higher in children in child care than for children reared exclusively at home. The predominant communicable diseases which the respondents' children experienced, in order of decreasing frequency, were gastroenteritis (47.1%), otitis media (41.8%) and pneumonia (19.1%). The immunization rate of vaccines that are not included the national immunization program (NIP) (Haemophilus influenzae type b vaccine - 76.6%, hepatitis A vaccine - 63.3%, pneumococcal vaccine - 59.4%, rotavirus vaccine - 43.1%) was lower than that of the NIP vaccines (90.4%) Conclusion : Children in child care experience more bouts of common infectious disease, so nationwide policies to prevent or to control the spread of infectious agents in a child-care should be available and appropriate immunization should be emphasized as the most effective method for the control of infectious disease for children.

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Oral Hygiene Management and Factor Analysis of the Community People (일부지역 주민들의 구강환경관리 및 요인분석)

  • Park, Hyang-Sook;Kim, Jin-Soo;Kim, Jin-Mi;Kim, Yoon-Sin
    • Journal of dental hygiene science
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    • v.10 no.1
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    • pp.11-16
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    • 2010
  • The subjects of this study were patients at scaling practice, the total number of the subjects was 249 of 138 men and 111 women. The results were analyzed using SPSS 12.0. 1. In oral health care, among tooth brushing methods, scrub method was found to be 65.9%(164 patients), and 83.9%(209 patients) did not use oral care aids. 2. Mean calculus index was $0.57{\pm}0.22$. 3. For calculus index per tooth brushing method, there was statistically significant difference in all of the upper jaw, the lower jaw, the anterior portion, and the posterior portion(p < 0.05). 4. For calculus index per frequency of tooth brushing, there was statistically significant difference in the upper jaw, the lower jaw, and the posterior portion(p < 0.05). 5. For calculus index per time of tooth brushing and per use of oral care aids, there was statistically significant difference in all of the upper jaw, the lower jaw, the anterior portion, and the posterior portion(p < 0.05). 6. For factors influencing calculus index, as a result of applying stepwise method based on 0.05 of significance level, age, use of oral care aids, sex, and time of tooth brushing were found to influence calculus index. Final regression model was calculus index = $0.362^*age+0.216^*$use of oral care aids - $0.161*sex-0.127^*$time of tooth brushing, and explanatory power of the model was 23.4%. $0.362^*age+0.216^*$use of oral care aids - $0.161^*sex-0.127^*$time of tooth brushing, and explanatory power of the model was 23.4%.

The Validity Test of Statistical Matching Simulation Using the Data of Korea Venture Firms and Korea Innovation Survey (벤처기업정밀실태조사와 한국기업혁신조사 데이터를 활용한 통계적 매칭의 타당성 검증)

  • An, Kyungmin;Lee, Young-Chan
    • Knowledge Management Research
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    • v.24 no.1
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    • pp.245-271
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    • 2023
  • The change to the data economy requires a new analysis beyond ordinary research in the management field. Data matching refers to a technique or processing method that combines data sets collected from different samples with the same population. In this study, statistical matching was performed using random hotdeck and Mahalanobis distance functions using 2020 Survey of Korea Venture Firms and 2020 Korea Innovation Survey datas. Among the variables used for statistical matching simulation, the industry and the number of workers were set to be completely consistent, and region, business power, listed market, and sales were set as common variables. Simulation verification was confirmed by mean test and kernel density. As a result of the analysis, it was confirmed that statistical matching was appropriate because there was a difference in the average test, but a similar pattern was shown in the kernel density. This result attempted to expand the spectrum of the research method by experimenting with a data matching research methodology that has not been sufficiently attempted in the management field, and suggests implications in terms of data utilization and diversity.

A study on the structural relationship between image, attachment, long-term orientation and behavioral intention as a tourism product of local traditional food (지역전통음식의 관광상품으로서 이미지, 애착이 장기지향성 및 행동의도간 구조적 관계)

  • Seo, Gyeong-Do;Lee, Jung-Eun
    • Journal of Digital Convergence
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    • v.19 no.11
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    • pp.75-83
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    • 2021
  • This study presented the analysis results and implications by identifying the structural relationship between the image of food tourism products, the long-term orientation of attachment, and the behavioral intention. The convenience sampling method of the non-probability sampling method was used, and the survey was conducted non-face-to-face due to COVID-19. This study was conducted for customers who live in Jeollabuk-do and Jeollanam-do and have experienced local traditional food. As for the survey method, the main researcher's acquaintances and related experts were consulted and utilized to select the survey subjects, and the survey was conducted by sending/returning them by mail or e-mail. Statistical processing was analyzed using SPSS 25.0 and AMOS 25.0 statistical packages. As a result of the verification, the relationship between the image and attachment of food tourism, the relationship between the long-term orientation in the attachment of traditional food, and the behavioral intention in the attachment of traditional food are significant. A significant positive (+) relationship was formed in the relationship of hypothesis setting according to the research purpose of the relationship.

Improvement of Calculating Method of the Officially Assessed Individual House Price of Aged Apartment Remodeling Reflecting Feasibility Analysis (사업성분석을 반영한 공동주택 맞춤형 리모델링의 공시가격 산정방법 개선)

  • Bae, Byungyun;Kim, Kyungrai;Shin, Dongwoo;Cha, Heesung
    • Korean Journal of Construction Engineering and Management
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    • v.18 no.6
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    • pp.89-97
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    • 2017
  • The number of Aged Apartment units is expected to increase as time went on. Living standards are getting better and they want a new apartment space as the economy progresses. Therefore, it is necessary to prepare for the increasing remodeling market through the feasibility evaluation method that can be applied to the remodeling project of the apartment house. The purpose of this study is to analyze the social pricing factors affecting the Officially assessed individual House Price for the analysis model of commercial house remodeling. The collected samples were analyzed using multiple regression analysis of 350 prices included in 127 lots. Middle school level, high school level, total number of households, and floor area ratio were extracted. As a result of comparing the Officially assessed individual House Price by applying to the remodeling case, the difference between the existing Officially assessed individual House Price and the improvement Officially assessed individual House Price is different. The accessibility with the subway station is included in the land price, and there is no change in the number of stories and directions because it is customized remodeling. There was a difference in the disclosure price depending on the type of factor extraction by the evaluator in a batch application of the disclosure price factors. The research can be used as a model for future remodeling business feasibility analysis.

Study on evaluating the significance of 3D nuclear texture features for diagnosis of cervical cancer (자궁경부암 진단을 위한 3차원 세포핵 질감 특성값 유의성 평가에 관한 연구)

  • Choi, Hyun-Ju;Kim, Tae-Yun;Malm, Patrik;Bengtsson, Ewert;Choi, Heung-Kook
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.10
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    • pp.83-92
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    • 2011
  • The aim of this study is to evaluate whether 3D nuclear chromatin texture features are significant in recognizing the progression of cervical cancer. In particular, we assessed that our method could detect subtle differences in the chromatin pattern of seemingly normal cells on specimens with malignancy. We extracted nuclear texture features based on 3D GLCM(Gray Level Co occurrence Matrix) and 3D Wavelet transform from 100 cell volume data for each group (Normal, LSIL and HSIL). To evaluate the feasibility of 3D chromatin texture analysis, we compared the correct classification rate for each of the classifiers using them. In addition to this, we compared the correct classification rates for the classifiers using the proposed 3D nuclear texture features and the 2D nuclear texture features which were extracted in the same way. The results showed that the classifier using the 3D nuclear texture features provided better results. This means our method could improve the accuracy and reproducibility of quantification of cervical cell.