• Title/Summary/Keyword: MAPPER

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A NODE PREDICTION ALGORITHM WITH THE MAPPER METHOD BASED ON DBSCAN AND GIOTTO-TDA

  • DONGJIN LEE;JAE-HUN JUNG
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • v.27 no.4
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    • pp.324-341
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    • 2023
  • Topological data analysis (TDA) is a data analysis technique, recently developed, that investigates the overall shape of a given dataset. The mapper algorithm is a TDA method that considers the connectivity of the given data and converts the data into a mapper graph. Compared to persistent homology, another popular TDA tool, that mainly focuses on the homological structure of the given data, the mapper algorithm is more of a visualization method that represents the given data as a graph in a lower dimension. As it visualizes the overall data connectivity, it could be used as a prediction method that visualizes the new input points on the mapper graph. The existing mapper packages such as Giotto-TDA, Gudhi and Kepler Mapper provide the descriptive mapper algorithm, that is, the final output of those packages is mainly the mapper graph. In this paper, we develop a simple predictive algorithm. That is, the proposed algorithm identifies the node information within the established mapper graph associated with the new emerging data point. By checking the feature of the detected nodes, such as the anomality of the identified nodes, we can determine the feature of the new input data point. As an example, we employ the fraud credit card transaction data and provide an example that shows how the developed algorithm can be used as a node prediction method.

ER Mapper 소개

  • Nixon, Stuart
    • 한국지형공간정보학회:학술대회논문집
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    • 1994.11a
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    • pp.43-52
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    • 1994
  • ER Mapper는 호주의 ERM(Earth Resource Mapping Ltd.)사에서 개발한 이미지 프로세싱 전문 소프트웨어로서 GIS/LIS 분야의 벡터자료와 인공위성 및 항공측량에 의한 래스터 이미지를 통합 관리함으로써 여러 활용분야별 분석 및 의사 결정시 효율성을 높있 수 있다. 1989년 설립된 ERM은 이피지 프로세싱 시스템 개발에 집중적으로 투자하여 90년 6월 ER Mapper의 첫 버젼을 발표한 이래 현재 버젼 4.2까지 발표하였다. 같은 용도의 타 경쟁제품에 비하여 가격 대 성능비와 사용 편의성, 융통성 등이 뛰어난 것으로 판명된 ER Mapper는 산업계 표준을 지향하며 주변기기 접속성 둥에서도 탁월한 성능을 발휘한다. 또한 모든 기능이 하나의 패키지에 포함 지원되므로 모듈별 기능 구성을 지향하는 경쟁 소프트웨어에 비해 사용자 지향적 구조를 지니고 있다. ER Mapper는 현재 호주 이미지 프로세싱 시장의 80%에 이르는 높은 점유율을 보유하고 있으며 아시아, 아메리카, 유럽 등 전세계 지역에 약 70여개의 판매망을 가지고 그 시장점유율을 높여가고 있다.

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Unsupervised Classification of Forest Vegetation in the Mt. Wolak Experimental Forest Using Landsat Thematic Mapper Data (Landsat Thematic Mapper 화상자료를 이용한 월악산 지역 산림식생의 무감독분류)

  • Lee, Sang Hee;Park, Jae Hyeon;Lee, Joon Woo;Kim, Je Su
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.4 no.2
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    • pp.36-44
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    • 2001
  • The main purpose of this study was to classify forest vegetation effectively using Landsat Thematic Mapper data(June, 1994) in mountainous region. The research area was the Mt. Wolak Experimental Forest of Chungbuk National University, near Chungju and Jecheon city, Chungcheongbuk-do. To classify forest vegetation effectively, Normalized Difference Vegetation Index(NDVI) was used to reduce topographic effects. This NDVI was modified and transformed to the value of 0 to 255, and then the modified values were combined with other Landsat Thematic Mapper bands. To classify forest and land cover types, unsupervised classification method was used. The results of this study are summarized as follows. 1. Combinations of band "3, 5, NDVI" in Landsat Thematic Mapper data showed a good separation with high accuracy. The expected classification accuracy was 95.1% in Landsat Thematic Mapper data. 2. The Land Cover types were classified into six groups : coniferous forest, deciduous forest, mixed forest, paddy and grass, non-forest, and other undetectable areas. As these classified results were compared with the reconnaissance survey and aerial black and white infrared photographs, the overall classification accuracy was 76.5% in Landsat Thematic Mapper data. 3. The portion of non-forest in Mt. Wolak area was 1.9%. The percentages of coniferous, deciduous and mixed forests were 30.9%, 35.7% and 26.4%, respectively. 4. As these classified results were compared with other reference data, the percentages of coniferous, deciduous and mixed forests increased, but the portion of non-forest was exceedingly diminished. These differences are thought to be from the different research method and the different season of received Landsat Thematic Mapper data.

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사상형 fluid maper의 전류로와 사상영역의 특성 및 응용에 대하여

  • 고명삼
    • 전기의세계
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    • v.9
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    • pp.40-45
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    • 1962
  • Laplace 및 Possion의 방정식을 만족하는 전장 및 자장으로 구성된 2차원 및 축대칭 3차원의 potential장을 물의 유동장을 이용한 fluid mapper로 상사해석함에 있어서 세극유로에 있어서의 유체전도율은 매질전도율로 압력은 전위로 유동장의 세기는 전장의 세기로, 유량밀도는 전류밀도로 각각 상사되며 또한 사상형에 있어서는 사상영역외에 존재하는 유선은 등자위선을 의미함을 논문에서 밝혔다. 이 논문에서는 사상형 fluid mapper의 전 유로 및 사상영역에 잇어서의 유체력학적 현상을 이론적으로 규명하여 이를 전기적 등가회로와 상사 해석함으로써 사상형 fluid mapper가 내포하고 있는 제량간의 상호관계를 명백히 하며 몇 가지 대표적인 사례를 들어 사상형 fluid mapper의 응용에 대하여 기술하였다.

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Reliability and validity of rasterstereography measurement for spinal alignment in healthy subjects

  • Yi, Yoon-Sil;Yoo, Seul-Ki;Lee, Da-Gam;Park, Dae-Sung
    • Physical Therapy Rehabilitation Science
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    • v.5 no.1
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    • pp.22-28
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    • 2016
  • Objective: The Back Mapper is one type of Rasterstereography and it can be used in the clinic without radiation exposure. The purpose of our study was to prove the reliability and validity of the Back Mapper and to compare it with the Spinal Mouse, which is an assessment tool for spinal curvatures using a wheeled mouse, and the Cobb angle by X-ray. Design: Cross-sectional study. Methods: Twenty healthy adults participated in the test to investigate for the inter-rater reliability, intra-rater reliability, and concurrent validity. The tests were performed with assessment devices for scoliosis such as the Back Mapper, Spinal Mouse and Cobb's angle. Data was analyzed by an intraclass correlation coefficient (ICC) value and a standard error of measurement for reliability and correlation analysis for validity. Results: Intra-rater reliability of the Back Mapper was good (Cronbach's ${\alpha}$=0.821-0.984, ICC=0.696-0.969) except for assessing the lordotic angle. Inter-rater reliability was good (Cronbach's ${\alpha}$=0.870-0.958, ICC=0.770-0.919) in assessment for trunk imbalance, rotation of scapulae, thoracic angle, lumbar angle, and kyphotic angle. The kyphotic angle in the Spinal Mouse had a significant correlation icompared with the Back Mapper (r=0.510, p<0.05), and the Cobb's angle from an X-ray had a significant correlation with trunk inclination (r=0.532, p<0.05). Conclusions: These findings provide good intra-reliability of the Back Mapper in healthy subjects, but the Back Mapper requires more experienced practice to have good inter-reliability. Also, the variables of the Back Mapper does not seem as appropriate compared with the Cobb angle by X-ray.

Accuracy Estimation of Laser scanning Mobile Mapping System using Lynx Mobile Mapper (Lynx Mobile Mapper를 이용한 레이저스캐너 기반 차량 MMS의 정확도 평가)

  • Jeong, Tae-Jun;Yun, Hong-Sic;Hwang, Jin-Sang;Kim, Yong-Hyun;Wi, Gwang-Jae;Lee, Ha-Jun
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2010.04a
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    • pp.69-71
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    • 2010
  • In this paper, we focus on the accuracy estimation of laser scanning mobile mapping system using Lynx Mobile Mapper. For this, we surveyed checkpoints(181 points) in study areas. A method to estimate the accuracy of laser scanning mobile mapping system based on the measurement range, interval of control points and gps signal environments. As a result, to ensure reliable measurement results, we must be made a plan considering Measure range(60m or under) and operation. The estimation results showed the need for improving accuracy using control points about 150m interval according to environment error source.

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Study of Tunnel Face Mapping Using Tunnel Mapper (Tunnel Mapper를 이용한 Tunnel 막장면 조사에 관한 연구)

  • Kwak, No-Kyung;Cho, Sung-Jin;Lee, Song
    • Proceedings of the Korean Geotechical Society Conference
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    • 2010.09b
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    • pp.200-211
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    • 2010
  • Tunnel Mapper, which is tunnel face survey system was used to conduct Face Mapping on the face of the tunnel that is under construction. Then, accuracy and utility value on the forecast of discontinuity were verified to verify the field application in order to present the measures for the use of the system for conducting research on the discontinuity. As result of the directivity verification following discontinuity‘s project, forecasted measurement and actually researched measurement error for the Dip direction and Dip angle was less than ${\pm}10$. Accuracy was 82.6% for Dip direction and 90.7% for Dip angle, which are high. Accordingly, face research discontinuity forecasting system's reliability level towards directivity is high. Tunnel Mapper, a tunnel face survey system can be leveraged to replace face's visual survey and to obtain objective information, enabling execution of the survey system that can automate face survey going beyond time and space related limitations.

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Comparison and analysis of spatial information measurement values of specialized software in drone triangulation (드론 삼각측량에서 전문 소프트웨어의 공간정보 정확도 비교 분석)

  • Park, Dong Joo;Choi, Yeonsung
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.15 no.4
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    • pp.249-256
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    • 2022
  • In the case of Drone Photogrammetry, the "pixel to point tool" module of Metashape, Pix4D Mapper, ContextCapture, and Global MapperGIS, which is a simple software, are widely used. Each SW has its own logic for the analysis of aerial triangulation, but from the user's point of view, it is necessary to select a SW by comparative analysis of the coordinate values of geospatial information for the result. Taking aerial photos for drone photogrammetry, surveying GCP reference points through VRS-GPS Survey, processing the acquired basic data using each SW to construct ortho image and DSM, and GCPSurvey performance and acquisition from each SW The coordinates (X,Y) of the center point of the GCP target on the Ortho-Image and the height value (EL) of the GCP point by DSM were compared. According to the "Public Surveying Work Regulations", the results of each SW are all within the margin of error. It turned out that there is no problem with the regulations no matter which SW is included within the scope.