• 제목/요약/키워드: Feature Importance Analysis

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비알콜성 지방간 초음파 영상에 GLCM과 인공신경망을 적용한 비알콜성 지방간 질환 분류 (Non-alcoholic Fatty Liver Disease Classification using Gray Level Co-Ocurrence Matrix and Artificial Neural Network on Non-alcoholic Fatty Liver Ultrasound Images)

  • 김지율;예수영
    • 한국방사선학회논문지
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    • 제17권5호
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    • pp.735-742
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    • 2023
  • 비알콜성 지방간은 심혈관계 질환, 당뇨병, 고혈압 및 신장질환의 발생에 있어 독립적인 위험인자에 해당하며, 최근에는 비알콜성 지방간에 대한 임상적 중요성이 증가하고 있다. 본 연구에서는 비알콜성 지방간 환자의 초음파영상에 대하여 질감분석 방법인 GLCM을 적용하여 특징값을 추출하고자 한다. 추출된 특징값들을 이용한 인공신경망 모델의 적용을 통하여 비알콜성 지방간의 지방침착 정도를 정상 간(normal), 경도 지방간(mild), 중등도 지방간(moderate), 중증 지방간(severe)으로 분류를 하고자 한다. GLCM알고리듬 적용 결과 Autocorrelation, Sum of squares, Sum average, Sum variance 파라미터 값들은 경도 지방간, 중등도 지방간을 거쳐 중증 지방간으로 갈수록 특징값의 평균값이 증가하는 경향성을 나타내었다. 인공신경망 모델의 입력은 비알콜성 지방간질환의 초음파영상에 GLCM 알고리듬을 적용하여 추출한 Autocorrelation, Sum of squares, Sum average, Sum variance의 4개의 파라미터들을 인공신경망 모델의 입력값으로 적용하였다. 비알콜성 지방간질환의 초음파영상에 GLCM 알고리듬을 적용하여 추출한 영상을 인공신경망에 적용하여 분류 정확도를 평가한 결과 92.5%의 높은 정확도를 나타내었다. 이러한 결과를 통하여 비알콜성 지방간 환자의 초음파 영상에 대한 질감 분석 GLCM 연구 시 본 연구의 결과를 기초자료로 제시를 하고자 한다.

앤드로지너스 이미지를 응용한 남성 셔츠 디자인 (Men's Shirts Design Applying the Androgynous Image)

  • 강나나;이연희
    • 복식문화연구
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    • 제17권6호
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    • pp.1009-1020
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    • 2009
  • This study aims to express the androgynous image via shirts as a fashion item. Shirts are widely worn as a fashion item regardless of sex and age, with growing importance as a casual outer, with the increase in leisure activities driven by the recent implementation of the 5-Day Work Week system in Korea. As for the theoretical background, the study was reviewed previous studies of books, thesis, a series of publication, and the Internet sites on this topic. Through a careful analysis of these previous studies, it designed and made shirts that inspired by androgynous image. Conclusions of this study are as follows: First, the study found that meanings of symbolism in clothing continue to change, not fixed at all, depending on historic and cultural environments, and so does symbolism for femininity and masculinity of clothing. Second, shirts are widely worn as a fashion item regardless of sex and age, with growing importance as a casual outer, with the increase in leisure activities driven by the recent implementation of the 5-Day Work Week system in Korea. Third, two patters were used for the work in this study in order to emphasize its form, along with mono color white and stripe patterns. For materials, cotton and blend as a most basic material for a shirt were used with unique variations in the form. Fourth, decorative details or trimming such as ribbon tying methods, shirring, attaching in layers, and irregular pleading widely used for women's wear were applied, and silhouettes with strong drape feelings were used to add feminine feature to men' shirts, in an effort to propose a fashion design of the androgynous look. Fifth, clothes proposed in this study are different from feminine clothing item blouse, because they are androgynous shirts mixing masculinity and femininity. Stiff pads were used in collars and cuffs characteristics of men's traditional shirts to maintain masculinity of a shirt, and design was developed by adding feminine decorative elements, which is different from women's blouse.

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Systematic Relationships among Species of the Genus Dendronephthya (Alcyonacea: Octocorallia; Anthozoa) Based on RAPD Analysis

  • Song, Jun-Im;Lee, Young-Ja
    • Animal cells and systems
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    • 제4권1호
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    • pp.1-7
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    • 2000
  • The genus Dendronephthya, generally known as soft corals, is reported as an abundant and variable taxon. They mostly distribute in warmer waters of the Undo-Pacific Ocean region including Korea. In spite of their abundance and ecological importance as habitats of marine organisms, there are difficulties in the study of their identification and systematics because they have morphological variabilities and limited taxonomec characters. To resolve the problems, we attempted to elucidate the genetic relationships in the genus Dendronephthya by using random amplified polymorphic DNA (RAPD) analysis. This study was based on eight dendronephthian species and one Alcyoniidae species, Alcyonium gracillimum, as an outgroup. The results from all analysis suggest that they could be classified into four groups by the growth form and the anthocodial grades as follows: the first one,D. putteri and D. suensoni with the divaricate form and VI grade; the second one,D. sp.1 and D. sp.2 with the divaricate form and III or IV grade; the third one, D. gigantea and D. aurea being closer than D. spinifera with the glomerate form and III grade; the last one, D. castanea related to D. gigantea rather than D. putteri with the umbellate form and IV grade. Moreover, the divaricate form was separated from the group of the glomerate and umbellate form. At the intraspecies level, the types of the D. castanea, D. gigantea and D. spinifera were separated depending on the feature of spicules in the polyp head, and the coloration could not influence genetic variation. From this study, we can confirm that their morphological characters are compatible with the genetic variation, also RAPD analysis is a very useful method for resolving the systematic relationships of den-deonephthians.

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퍼지 소속도를 갖는 Fisherface 방법을 이용한 얼굴인식 (Face Recognition using Fisherface Method with Fuzzy Membership Degree)

  • 곽근창;고현주;전명근
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제31권6호
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    • pp.784-791
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    • 2004
  • 본 논문에서는 퍼지논리에 기초한 Fisherface 얼굴인식 방법의 확장을 다룬다. Fisherface 얼굴인식 방법은 주성분 분석 기법만을 이용하는 경우에 비해 조명의 방향, 얼굴의 포즈, 감정과 같은 변동에 대해 민감하지 않은 장점을 가지고 있다. 그러나, Fisherface 방법을 포함한 얼굴인식의 다양한 방법들은 입력 벡터가 한 클래스에 할당되어질 때 그 클래스에서 소속의 정도를 0 또는 1로서 나타낸다. 따라서 이러한 방법들은 얼굴영상들이 조명이나 보는 각도로 인해 변형이 생기는 경우에 인식률이 저하되는 문제가 있다. 본 논문에서는 PCA에 의해 변환된 특징벡터에 퍼지 소속도를 할당하는 것으로, 퍼지 소속도는 퍼지 kNN(k-Nearest Neighbor)으로부터 얻어진다. 실험 결과 ORL, Yale 얼굴 데이타베이스에서 기존의 인식방법 보다 향상된 인식 성능을 보임을 알 수 있었다.

SVC: Secure VANET-Assisted Remote Healthcare Monitoring System in Disaster Area

  • Liu, Xuefeng;Quan, Hanyu;Zhang, Yuqing;Zhao, Qianqian;Liu, Ling
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권3호
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    • pp.1229-1248
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    • 2016
  • With the feature of convenience and low cost, remote healthcare monitoring (RHM) has been extensively used in modern disease management to improve the quality of life. Due to the privacy of health data, it is of great importance to implement RHM based on a secure and dependable network. However, the network connectivity of existing RHM systems is unreliable in disaster area because of the unforeseeable damage to the communication infrastructure. To design a secure RHM system in disaster area, this paper presents a Secure VANET-Assisted Remote Healthcare Monitoring System (SVC) by utilizing the unique "store-carry-forward" transmission mode of vehicular ad hoc network (VANET). To improve the network performance, the VANET in SVC is designed to be a two-level network consisting of two kinds of vehicles. Specially, an innovative two-level key management model by mixing certificate-based cryptography and ID-based cryptography is customized to manage the trust of vehicles. In addition, the strong privacy of the health information including context privacy is taken into account in our scheme by combining searchable public-key encryption and broadcast techniques. Finally, comprehensive security and performance analysis demonstrate the scheme is secure and efficient.

호텔 객실 디자인에 내재된 상징적 표현에 관한 연구 - C.G. Jung의 상징이론을 중심으로 - (A Study on the Symbolic Expressions Immanent in Designs of Hotel Guest Rooms - Based on the Symbolic Theory of C.G. Jung -)

  • 김정아
    • 한국실내디자인학회논문집
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    • 제18권4호
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    • pp.88-96
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    • 2009
  • Contemporary hotels adopt distinctive designs in order to symbolize themes of various spaces they consist of. This phenomenon shows that the importance of spiritual values reflected through themes of spaces is emphasized as much as those of basic functions and structures of hotels. Above all, a variety of expression methods pervading throughout spaces of guest rooms consist of thematic spaces, visualization of emotions, as well as mixture of artistic genres, ones that are originated from unconsciousness of symbolic theory of C.G. Jung and widely perceived as variations of archetype. Meanings of symbolic expressions derived from the analysis of various hotels can be defined by attributes of local cultures as well as propensities of mythicism, which feature local pride enlightened by natural environments, the spirit of the times, historical events and other transcendental and fantastic topics. These symbolic expressions are metaphysical forms that are made unconsciously and such symbols are far beyond mere historical and cultural signs which require us profound and mature methods to approach. It is pleasing to know that we are living in the modern society in which progresses are being made to better understand minds and metal states of human beings. Given such a circumstantial advantage, researches on meanings of symbolic expressions should not be limited to only those of hotel designs, but also those of religious architectures and museums in which spiritual values are emphasized throughout designs of the spaces they consist of.

An Empirical Study on the Vendor's Opportunism in the Collaboration between Buyer and Vendor

  • Hwang, Sunil;Suh, Eung-Kyo
    • 산경연구논집
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    • 제8권5호
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    • pp.53-63
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    • 2017
  • Purpose - The main feature of this study is understanding of the vendor's opportunism on the collaboration context between buyer and vendor from the buyer's viewpoint with resource dependence theory. A number of studies on opportunism have focused on opportunistic definitions and its theoretical studies. Other researches emphasize the importance of governance in ways that reduce opportunism. We think that this research could be filled with the lack of previous studies. Research design, data, and methodology - In order to accomplish research purpose, four hypotheses have been established based on the framework of resource dependence theory and previous studies. And we have used 599 survey data jointly collected by Korea Productivity Center and the Ministry of Trade, Industry and Energy. To verify these hypothesis, we have conducted multiple regression analysis with SPSS 23.0. Results - The vendor 's opportunism decreases as mutual trust with buyer becomes higher. However, as the degree of dependence of buyers on vendor resources increases, vendor's opportunism increases. And monitoring vendor's capacity has a moderating effect with buyer resource dependency to vendor's opportunism. Conclusions - This study suggest there are two options to decrease vendor's opportunism. Increasing mutual trust or decrease dependence on vendor's resources. Also, monitoring suppler's capacity could be effective when vendor's resource dependence is high.

동질적 특징추출을 이용한 상황예측 구조의 설계 (A Design of Context Prediction Structure using Homogeneous Feature Extraction)

  • 김형선;임경미;임재현
    • 인터넷정보학회논문지
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    • 제11권4호
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    • pp.85-94
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    • 2010
  • 본 논문은 사용자가 이동하려는 위치를 사전에 예측하고 예측된 정보를 이용하여 사용자 서비스를 미리 제공할 수 있도록 하는 위치예측 구조를 제안한다. 제안한 구조는 7개의 단계를 거쳐 사용자의 위치예측 및 지능화된 서비스를 제공하도록 한다. 물리적 센서와 히스토리 데이터베이스로부터 수집된 상황정보는 이질적인 데이터 형태를 갖기 때문에 이로 인한 데이터의 중요도 및 추상화 과정에 어려움이 있다. 이에 본 논문은 데이터의 유형을 동질적인 형태로 바꾸어 특징 추출을 하는 위치 예측구조를 제안한다. 추출된 값은 SOFM을 통해 군집화하고 ARIMA를 통해 미리 사용자의 위치 정보를 얻으며, 추론 엔진을 거쳐 최종 서비스를 실현한다. 제안된 위치예측 구조의 검증을 위해 테스트베드를 구축하고 시나리오에 따라 실험한다.

교육용 콘텐츠를 활용한 수업의 효과 분석 (Effect Analysis of Learning Using Educational Contents)

  • 박혜영;고대곤;안성훈
    • 한국콘텐츠학회논문지
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    • 제5권6호
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    • pp.293-300
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    • 2005
  • 오늘날 우리가 살고 있는 정보사회는 정보통신기술의 중요성이 매우 강조되고 있다. 이런 시대의 흐름에 부응하여 단계형 수준별 교육과정을 처음으로 도입한 7차 교육과정에서도 모든 국민 공통 기본 교과의 수업에서 정보통신기술 활용 수준을 10%이상으로 설정하고 있다. 이에 본 논문에서는 교육용 콘텐츠 활용한 수업안을 설계해 적용함으로써 교육용 콘텐츠를 활용 수업이 학생들의 학업성취도에 미치는 효과를 분석하였다. 연구 결과 인터넷과 멀티미디어 동영상 자료 등의 교육용 콘텐츠 활용 수업은 실험집단의 의미 있는 흥미도 증가를 가져왔으며, 학업성취도 향상에 따른 수업의 효과 증진을 확인할 수 있었다.

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텐서플로우 튜토리얼 방식의 머신러닝 신규 모델 개발 : 캐글 타이타닉 데이터 셋을 중심으로 (Developing of New a Tensorflow Tutorial Model on Machine Learning : Focusing on the Kaggle Titanic Dataset)

  • 김동길;박용순;박래정;정태윤
    • 대한임베디드공학회논문지
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    • 제14권4호
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    • pp.207-218
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    • 2019
  • The purpose of this study is to develop a model that can systematically study the whole learning process of machine learning. Since the existing model describes the learning process with minimum coding, it can learn the progress of machine learning sequentially through the new model, and can visualize each process using the tensor flow. The new model used all of the existing model algorithms and confirmed the importance of the variables that affect the target variable, survival. The used to classification training data into training and verification, and to evaluate the performance of the model with test data. As a result of the final analysis, the ensemble techniques is the all tutorial model showed high performance, and the maximum performance of the model was improved by maximum 5.2% when compared with the existing model using. In future research, it is necessary to construct an environment in which machine learning can be learned regardless of the data preprocessing method and OS that can learn a model that is better than the existing performance.