• 제목/요약/키워드: Hierarchical Classification

검색결과 389건 처리시간 0.029초

MODIS 자료를 이용한 한반도 지면피복 분류 (Classification of Land Cover over the Korean Peninsula using MODIS Data)

  • 강전호;서명석;곽종흠
    • 대기
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    • 제19권2호
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    • pp.169-182
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    • 2009
  • To improve the performance of climate and numerical models, concerns on the land-atmosphere schemes are steadily increased in recent years. For the realistic calculation of land-atmosphere interaction, a land surface information of high quality is strongly required. In this study, a new land cover map over the Korean peninsula was developed using MODIS (MODerate resolution Imaging Spectroradiometer) data. The seven phenological data set (maximum, minimum, amplitude, average, growing period, growing and shedding rate) derived from 15-day normalized difference vegetation index (NDVI) were used as a basic input data. The ISOData (Iterative Self-Organizing Data Analysis), a kind of unsupervised non-hierarchical clustering method, was applied to the seven phenological data set. After the clustering, assignment of land cover type to the each cluster was performed according to the phenological characteristics of each land cover defined by USGS (US. Geological Survey). Most of the Korean peninsula are occupied by deciduous broadleaf forest (46.5%), mixed forest (15.6%), and dryland crop (13%). Whereas, the dominant land cover types are very diverse in South-Korea: evergreen needleleaf forest (29.9%), mixed forest (26.6%), deciduous broadleaf forest (16.2%), irrigated crop (12.6%), and dryland crop (10.7%). The 38 in-situ observation data-base over South-Korea, Environment Geographic Information System and Google-earth are used in the validation of the new land cover map. In general, the new land cover map over the Korean peninsula seems to be better classified compared to the USGS land cover map, especially for the Savanna in the USGS land cover map.

정상교합자의 골격 변이의 분류 (Classification of the skeletal variation in the normal occlusion)

  • 김지영;김태우;남동석;장영일
    • 대한치과교정학회지
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    • 제33권3호
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    • pp.141-150
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    • 2003
  • 본 연구의 목적은 정상교합자의 전후방 및 수직적인 골격형을 군집분석을 이용하여 분류하고, 자연적인 치아치조부 보상기전으로 정상교합을 이룰 수 있는 골격의 범위와 한계를 파악하여 교정치료와 수술-교정 복합치료의 경계 증례에서 진단과 치료 계획 수립에 도움이 되고자 하는 것이다. 이를 위하여 대단위 구강 검진 중 15,836명으로부터 선발된 정상교합자 중 검사에 응한 294명의 측모 두부계측방사선사진의 투사도를 작성하여 계측하고, 인자분석을 통하여 18개의 골격계측항목 중에서 전후방적 골격 관계를 나타내는 인자와 수직적 골격 관계를 나타내는 인자를 추출하였으며, 이를 군집분석에 적용하여 정상교합자의 골격형을 9개의 군으로 분류할 수 있었다. 본문에서는 각 군의 전후방적, 수직적 골격계측 항목의 평균 및 표준편차를 구하고, 각 군 간의 차이를 비교 분석한 결과를 제시하고 있으며, 이를 통하여 정상교합자의 전후방적, 수직적 악골 관계가 매우 다양함을 알 수 있었다.

국립중앙도서관 주제명표목표의 고품질화 방안에 관한 연구 (A Study on Improvements for High Quality in National Library of Korea Subject Headings List)

  • 최윤경;정연경
    • 한국문헌정보학회지
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    • 제48권1호
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    • pp.75-95
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    • 2014
  • 본 연구의 목적은 2002년에 개발된 "국립중앙도서관 주제명표목표"의 용어 품질을 검토하여 개선 방안을 제안하는 것이다. 이를 위해 문헌 연구와 국내외 국가도서관의 주제명표목표 사례 조사, 국립중앙도서관 주제명 표목표의 주제명 및 관계 데이터 분석을 수행하였다. 본 연구 결과, 주제명 기술의 비일관성, 불분명하고 불필요한 관계 설정, 계층 관계 적용의 비일관성, 최신성 부족, 분류기호의 부정확한 기입, 신규 주제명의 중복 신청, 비우선어 및 미등록어 부여와 같은 문제점이 나타났다. 주제명표목표의 문제점을 중심으로, 주제명 정비, 서지 데이터 정비, 주제명표목 검토위원회 운영, 주제명 지침 보완을 고품질화 방안으로 제시하였다.

HPLC-tandem Mass Spectrometric Analysis of the Marker Compounds in Forsythiae Fructus and Multivariate Analysis

  • Cho, Hwang-Eui;Ahn, Su-Youn;Son, In-Seop;Hwang, Gyung-Hwa;Kim, Sun-Chun;Woo, Mi-Hee;Lee, Seung-Ho;Son, Jong-Keun;Hong, Jin-Tae;Moon, Dong-Cheul
    • Natural Product Sciences
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    • 제17권2호
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    • pp.147-159
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    • 2011
  • A high-performance liquid chromatography-electrospray ionization-tandem mass spectrometric method was developed to determine simultaneously eight marker constituents of Forsythiae fructus, and subsequently applied it to classify its two botanical origins. The marker compounds of Forsythia suspensa were phillyrin, pinoresinol, phillygenin, lariciresinol and forsythiaside; those of F.viridissima were arctiin, arctigenin and matairesinol. Separation of the eight analytes was achieved on a phenyl-hexyl column (150${\times}$2.0 mm i.d., 3 ${\mu}M$) using gradient elution with the mobile phase: (A) 10% acetonitrile in 0.5% acetic acid, (B) 40% aqueous acetonitrile. A few fragment ions specific to the types of lignans, among the product ions generated by collisonally induced dissociation (CID) of molecular ion clusters, such as [M-H]$^-$ or [M+OAc]$^-$ were used not only for fingerprinting analysis but for the quantification of each epimer by using multiple-reaction monitoring mode. It was shown good linearity ($r^2{\geq}$ 0.9998) over the wide range of all analytes; intra- and inter-day precisions (RSD, %) were within 9.14% and the accuracy ranged from 84.3 to 115.1%. The analytical results of 40 drug samples, combined with multivariate statistical analyses - principal component analysis (PCA) and hierarchical cluster analysis (HCA) - clearly demonstrated the classification of the test samples according to their botanical origins. This method would provide a practical strategy for assessing the authenticity or quality of the herbal drug.

Application of Multivariate Statistics and Geostatistical Techniques to Identify the Distribution Modes of the Co, Ni, As and Au-Ag ore in the Bou Azzer-East Deposits (Central Anti-Atlas Morocco)

  • Souiri, Muhammad;Aissa, Mohamed;Gois, Joaquim;Oulgour, Rachid;Mezougane, Hafid;El Azmi, Mohammed;Moussaid, Azizi
    • 자원환경지질
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    • 제53권4호
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    • pp.363-381
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    • 2020
  • The polymetallic Co, Ni, Cu, As, Au, and Ag deposits of Bou Azzer East are located in the western part of the Bou Azzer inlier in the Central Anti Atlas, Morocco. Six stages of emplacement of the mineralization have been identified. Precious metals (native gold and electrum) are present in all stages of this deposit except the early nickeliferous stage. From the Statistical analysis of the Co, As, Ni, Au, and Ag contents of a set of 501 samples, shows that the Pearson correlation coefficient between As-Co elements (0.966) is the highest followed by that of the Au-Ag couple (0.506). Principal component analysis (PCA) and hierarchical ascending classification (HAC) of the grades show, that Ni is associated with the pair (As-Co) and Cu is rather related to the pair (Au-Ag). The kriging maps show that the highest values of the Co, As and Ni appear in the contact of the serpentinite with other facies, as for those of Au and Ag, in addition to anomalous zones concordant with those of Co, Ni and As, they show anomalies at the extreme South and North of the study area. The development of the anomalous Au and Ag zones is mainly along the N40-50°E and N145°E directions.

분산주성분 분석을 이용한 고등학교교실 내 오염패턴분류에 관한 연구 (Classification of Pollution Patterns in High School Classrooms using Disjoint Principal Component Analysis)

  • 장철순;이태정;김동술
    • 한국대기환경학회지
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    • 제22권6호
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    • pp.808-820
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    • 2006
  • In regard to indoor air quality patterns, the government introduced various polices that were about managing and monitoring quality of indoor air as a major assignment, and also executed 'Indoor Air Quality Management Act' which was presented in the May, 2004. However, among the multi-usage facilities controlled by the Act, the school was not included yet. This study goal was to investigate PM 10 pollution patterns of the high school classrooms using a pattern recognition method based on cluster analysis and disjoint principal component analysis, and further to survey levels of inorganic elements in May, June, and September, 2004. A hierarchical clustering method was examined to obtain possible objects in pseudo homogeneous sample classes by transformation raw data and by applying various distance. Following the analysis, the disjoint principal component analysis was used to define homogeneous sample class after deleting outliers. Then three homogeneous Patterns were obtained as follows: the first class had been separated and objects in the class were considered to be sampled under semi-open condition. This class had high concentration of Ca, Fe, Mg, K, Al, and Na which are related with a soil and a chalk compounds. The second class was obtained in which objects were sampled while working air-conditioners and was identified low concentration of PM 10 and elements. Objects in the last class were assigned during rainy day. A chalk, soil element and various types of anthropogenic sources including combustions and industrial influenced the third class. This methodology was thought to be helpful enough to classify indoor air quality patterns and indoor environmental categories when controlling an indoor air quality.

Integrative Analysis of Microarray Data with Gene Ontology to Select Perturbed Molecular Functions using Gene Ontology Functional Code

  • Kim, Chang-Sik;Choi, Ji-Won;Yoon, Suk-Joon
    • Genomics & Informatics
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    • 제7권2호
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    • pp.122-130
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    • 2009
  • A systems biology approach for the identification of perturbed molecular functions is required to understand the complex progressive disease such as breast cancer. In this study, we analyze the microarray data with Gene Ontology terms of molecular functions to select perturbed molecular functional modules in breast cancer tissues based on the definition of Gene ontology Functional Code. The Gene Ontology is three structured vocabularies describing genes and its products in terms of their associated biological processes, cellular components and molecular functions. The Gene Ontology is hierarchically classified as a directed acyclic graph. However, it is difficult to visualize Gene Ontology as a directed tree since a Gene Ontology term may have more than one parent by providing multiple paths from the root. Therefore, we applied the definition of Gene Ontology codes by defining one or more GO code(s) to each GO term to visualize the hierarchical classification of GO terms as a network. The selected molecular functions could be considered as perturbed molecular functional modules that putatively contributes to the progression of disease. We evaluated the method by analyzing microarray dataset of breast cancer tissues; i.e., normal and invasive breast cancer tissues. Based on the integration approach, we selected several interesting perturbed molecular functions that are implicated in the progression of breast cancers. Moreover, these selected molecular functions include several known breast cancer-related genes. It is concluded from this study that the present strategy is capable of selecting perturbed molecular functions that putatively play roles in the progression of diseases and provides an improved interpretability of GO terms based on the definition of Gene Ontology codes.

손상으로 인한 사망자의 지역별 차이에 대한 HGLM을 이용한 연구 (A study using HGLM on regional difference of the dead due to injuries)

  • 김길훈;노맹석;하일도
    • Journal of the Korean Data and Information Science Society
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    • 제22권2호
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    • pp.137-148
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    • 2011
  • 본 논문에서는 최근 중요한 문제로 대두되고 있는 손상으로 인한 사망 중 운수사고, 자살, 낙상사고에 의한 사망률에 대한 시 군 구 별 차이를 체계적으로 파악하고자 한다. 2008년 사망원인통계 원시 자료 중 19세 이상이면서, 국제사인분류에 따른 사인이 운수사고, 자살, 낙상사고에 의한 자료만을 추출하여 분석대상으로 고려하였다. 분석모형으로 성별, 연령, 1인당 주민세를 고정효과로 보정하고, 사망자수가 포아송분포를 따른다는 가정 하에 지역효과를 변량효과로 둔 포아송 HGLM 모형을 고려하여 시 군 구 소지역별 효과의 차이를 질병지도로 나타내었다. 분석결과 운수사고, 자살사고로 인한 사망률은 시 군 구 소지역별로 유의한 차이가 나타났지만, 낙상사고로 인한 사망률은 시 군 구 지역별로 유의한 차이가 없는 것으로 나타났다.

대학생 소비자의 윤리적 소비행동에 따른 유형분류 및 특성분석 (A Study on Ethical Consumption Behaviors of College Students: Classification and Analysis according to the Ethical Consumption Behaviors)

  • 홍은실;신효연
    • 한국생활과학회지
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    • 제20권4호
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    • pp.801-817
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    • 2011
  • The purpose of this research was to explore the levels of ethical consumption of the college students and classify their types on ethical consumption behaviors. This research was conducted with university students living in Gwangju. Statistical analysis was achieved by using t-test, one-way ANOVA, Duncan's multiple range test, $X^2$, and Ward' hierarchical cluster analysis with a total of 761 questionnaires. The research results are summarized as follows: First, the overall ethical consumption average mark of college students was 3.14. Second, all surveyed college students were classified into five types based on the means scores of three dimension ethical consumption behaviors. A total 16.7% of students belonged to Type 1 (named as entire region active group) where students scored high points on three dimension ethical consumption behaviors. Type 2 (named as entire region average group) had about 41.6% of students whose scores were the average mark level in three dimension ethical consumption behaviors. Type 3 (named as future-oriented group) occupied 13.9% and this group scored low on the ethical consumption in commercial transaction but high on the ethical consumption for the future generation. Type 4 (named as commercial transaction oriented group) occupied 9.1% and this group scored low on the ethical consumption for contemporary humankind and the ethical consumption for the future generation but high on the ethical consumption in commercial transaction. Type 5 (named as entire region passive group) had 18.7% of students whose scores of three dimension ethical consumption behaviors were low.

분산환경에서 효율적인 데이터 검색을 위한 XMDR 기반의 토픽맵 시스템 설계 (A Design of TopicMap System based on XMDR for Efficient Data Retrieve in Distributed Environment)

  • 황치곤;정계동;강석중;최영근
    • 한국정보통신학회논문지
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    • 제13권3호
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    • pp.586-593
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    • 2009
  • 분산 환경에서 대부분 데이터 구성은 계층적 분류에 따른 트리 형태로 이루어져 연관성 검색에 제한이 있다. 이러한 데이터들 중 데이터베이스로 저장된 데이터는 통합의 문제와 효율적 검색이라는 문제가 있다. 이에 따라 본 시스템에서는 분산된 데이터 베이스 통합을 위해 XMDR을 이용하고 계층적으로 표현된 지식의 검색 효율성을 위해서 XMDR에 토픽맵을 연계하는 방안을 제안한다. XMDR은 메타시멘틱온톨로지, 인스턴스시멘틱온톨로지 그리고 메타로케이션으로 구성하고, 분산된 관계데이터베이스 사이의 데이터 이질적 문제와 메타데이터 이질적 문제를 해결하여 통합하고, 메타시멘틱온톨로지와 인스턴스시멘틱온톨로지를 토픽 맵과 연결하여, 토픽 맵의 자원위치를 표현하는 어커런스 역할을 XMDR의 메타로케이션이 수행하게 함으로써 효율적인 통합 검색을 위한 방안을 제안한다.