• Title/Summary/Keyword: Thematic analysis method

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A Automatic Document Summarization Method based on Principal Component Analysis

  • Kim, Min-Soo;Lee, Chang-Beom;Baek, Jang-Sun;Lee, Guee-Sang;Park, Hyuk-Ro
    • Communications for Statistical Applications and Methods
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    • v.9 no.2
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    • pp.491-503
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    • 2002
  • In this paper, we propose a automatic document summarization method based on Principal Component Analysis(PCA) which is one of the multivariate statistical methods. After extracting thematic words using PCA, we select the statements containing the respective extracted thematic words, and make the document summary with them. Experimental results using newspaper articles show that the proposed method is superior to the method using either word frequency or information retrieval thesaurus.

A Study on A VITD Creation Method using Domestic Thematic Maps : Focusing on Military Topographic Analysis Maps (국내 주제도를 이용한 VITD 생성방안연구 : 군 지형분석지도를 중심으로)

  • Lee, Eun-Seok;Kim, Jong-Bae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.9
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    • pp.2289-2297
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    • 2014
  • There were a lot of attempts in the army to use various domestic thematic maps, but attribute data types of military topographic analysis maps use the FACC of DIGEST, so there is a limit in employing domestic thematic maps with different types of attribute codes. Therefore, this study analyzed the FACC as a data attribute based on the MIL-PRF-89040 of the US Army. Then, VITD was created by changing the attribute codes of domestic thematic maps produced in Korea to fit the FACC. Lastly, it was applied to the analysis of cross-country movement for maneuver defined in FM 5-33 in order to verify if it is applicable in practice. As a result, it was found that the suggested method was helpful in securing the cross-country movement for maneuver. This means that this method can be used not only in producing military topographic analysis maps using domestic thematic maps but in constructing emergency transport routes roads to transport by-products of forest in future.

Rule Construction for Determination of Thematic Roles by Using Large Corpora and Computational Dictionaries (대규모 말뭉치와 전산 언어 사전을 이용한 의미역 결정 규칙의 구축)

  • Kang, Sin-Jae;Park, Jung-Hye
    • The KIPS Transactions:PartB
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    • v.10B no.2
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    • pp.219-228
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    • 2003
  • This paper presents an efficient construction method of determination rules of thematic roles from syntactic relations in Korean language processing. This process is one of the main core of semantic analysis and an important issue to be solved in natural language processing. It is problematic to describe rules for determining thematic roles by only using general linguistic knowledge and experience, since the final result may be different according to the subjective views of researchers, and it is impossible to construct rules to cover all cases. However, our method is objective and efficient by considering large corpora, which contain practical osages of Korean language, and case frames in the Sejong Electronic Lexicon of Korean, which is being developed by dozens of Korean linguistic researchers. To determine thematic roles more correctly, our system uses syntactic relations, semantic classes, morpheme information, position of double subject. Especially by using semantic classes, we can increase the applicability of the rules.

Text Summarization using PCA and SVD (주성분 분석과 비정칙치 분해를 이용한 문서 요약)

  • Lee, Chang-Beom;Kim, Min-Soo;Baek, Jang-Sun;Park, Hyuk-Ro
    • The KIPS Transactions:PartB
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    • v.10B no.7
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    • pp.725-734
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    • 2003
  • In this paper, we propose the text summarization method using PCA (Principal Component Analysis) and SVD (Singular Value Decomposition). The proposed method presents a summary by extracting significant sentences based on the distances between thematic words and sentences. To extract thematic words, we use both word frequency and co-occurence information that result from performing PCA. To extract significant sentences, we exploit Euclidean distances between thematic word vectors and sentence vectors that result from carrying out SVD. Experimental results using newspaper articles show that the proposed method is superior to the method using either word frequency or only PCA.

Designing of STEAM Education in the Marine Field Applied with the Thematic Project Model and an Analysis of its Effect (주제중심 프로젝트 모형을 적용한 해양분야의 STEAM 교육 설계 및 효과 분석)

  • Choi, Sung-Bong
    • Journal of Fisheries and Marine Sciences Education
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    • v.25 no.4
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    • pp.915-927
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    • 2013
  • This study aimed to discover the affective ability of students by applying a thematic project model concerning the marine field unit of science for third grade middle school students from among diverse methods of realizing STEAM education. Also, based on this, STEAM education is a new type of learning including the process of exploring by oneself, presenting, discussing and mutually evaluating by becoming an independent person in learning As the results of the study are as follows: First, the STEAM class applied with a thematic project model was discovered to promote a learning attitude toward science by learners. Second, the STEAM class applied with a thematic project model was shown to be effective in improving the self-directed learning characteristics of learners. Third, STEAM education applied with a thematic project model was found to promote learners' motivation for learning science. This may be an effective method for learners who have felt difficulty in the science curriculum or have not been interested in the curriculum by triggering voluntary motivation.

Determination of Thematic Roles according to Syntactic Relations Using Rules and Statistical Models in Korean Language Processing (한국어 전산처리에서 규칙과 확률을 이용한 구문관계에 따른 의미역 결정)

  • 강신재;박정혜
    • Journal of Korea Society of Industrial Information Systems
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    • v.8 no.1
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    • pp.33-42
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    • 2003
  • This paper presents an efficient determination method of thematic roles from syntactic relations using rules and statistical model in Korean language processing. This process is one of the main core of semantic analysis and an important issue to be solved in natural language processing. It is problematic to describe rules for determining thematic roles by only using general linguistic knowledge and experience, since the final result may be different according to the subjective views of researchers, and it is impossible to construct rules to cover all cases. However, our hybrid method is objective and efficient by considering large corpora, which contain practical usages of Korean language, and case frames in the Sejong Electronic Lexicon of Korean, which is being developed by dozens of Korean linguistic researchers. To determine thematic roles more correctly, our system uses syntactic relations, semantic classes, morpheme information, position of double subject. Especially by using semantic classes, we can increase the applicability of our system.

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Study on the Image Information Analysis for Inaccessible Area (비접근 지역에 대한 영상정보 분석 연구)

  • 함영국;김영환;신석철
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1998.10a
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    • pp.343-348
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    • 1998
  • In this study, we extracted several terrain information using satellite and aerial images. We detected change of terrain using Landsat Thematic Mapper(TM) and aerial images which are multitemporal data. In change detection processing, we first classified satellite images by ISODATA algorithm which is an unsupervised learning algorithm, then performed change detection. By this method, we could obtain good result. Also we introduce sub-pixel concept to classify road and agriculture area in inaccessible area. In summary, in chang detection processing, we can find that the used method is efficient.

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A Study on the Establishment of a GIS Thematic Mapping Procedure for Oil Spill Monitoring Data (유류오염 모니터링 자료의 GIS 주제도 제작 절차 수립 연구)

  • Kim, Tae-Hoon;Choi, Hyun-Woo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.15 no.1
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    • pp.1-15
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    • 2012
  • Marine scientific monitoring, including monitoring of oil pollution, marine ecosystems, and the marine environment in general, has been being carried out continuously in order to assess the impact of oil pollution since the Hebei Spirit oil spill in December 2007. GIS thematic maps containing visual and summarized information are very useful for conducting exploratory analyses on the spatio-temporal variability of the marine environment and marine ecosystems due to oil pollution. Defining map types and building a legend in accordance with data characteristics are essential elements for mapping. In the present study, map types were defined according to the data attributes and GIS data types for each data item and classification of data intervals for the legend was defined by using two data distribution types through a histogram analysis. The data interval method was defined as follows: If the histogram of data has a uniform distribution, an equal interval method is applied; in the case of a normal distribution, a standard deviation method is applied. In addition, thematic map templates were made for each map type through the definition of marginal elements. Through the establishment of systematic mapping methods and procedures in this study, it was possible to effectively make standardized thematic maps for various kinds of marine scientific data.

Building a Data Model of the River Thematic Maps (하천주제도 데이터모델 설계에 관한 연구)

  • Kim, Han-Guck;Song, Yonh-Cheol;Kim, Kye-Hyun
    • Journal of Korean Society for Geospatial Information Science
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    • v.11 no.4 s.27
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    • pp.35-43
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    • 2003
  • Currently, the government has been driving numerous projects to build the e-government which can enable limitless access and utilization of the information through the accomplishment of the real time based various administrative services. In water resource field, a project to generate digital river thematic maps has been undergoing as a part of the computerization projects. As a partial results, the RIMGIS project has been completed and generation of the various river thematic maps has been required to fully utilize the DB built from RIMGIS project. For the effective generation of the thematic maps, a data model needs to be developed. A data model has been developed in this study to provide more efficient method to generate the thematic maps utilizing existing DB. The data model proposed from this study has defined the relationships between core feature data and framework Data along with relationships among data elements to represent the rivers in the real world more accurately. The core feature data and framework layers have been defined based on the survey of the domestic and foreign case studies along with requirement analysis of the users in the water resource field. The proposed core feature data has been defined based on the minimum unit of 'class', and the relationship between classes has been established based on the ArcGIS Hydro Data Model for the integrated processing of the river information. The proposed spatial data model can be judged to contribute establishing more efficient generation methodology of the river thematic maps.

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A study of thematic map for military terrain analysis cartography (군 지형분석지도 제작을 위한 국내 주제도 활용방안연구)

  • Lee, Eun-seok;Park, Jong-kook;Kim, Jong-hee;Kim, Jeong-su;Kim, Jong-bae
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2014.05a
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    • pp.384-386
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    • 2014
  • As the type of property data of military terrain analysis map is using FACC of DIGEST, there is a limitation in utilizing a domestic thematic map which is in use of other type of property data. However, even though the attempts to utilize the domestic thematic map are made at military sites, the study has not been conducted enough. Therefore, we defined it by matching the property data necessary for the military terrain analysis cartography and property of the domestic thematic map, and analyzed in accordance with the method to analyze the cross-country movement roads specified in FM 5-33. But, there was no data for the diameter of trees in the vegetation map among a terrain analysis map, whereas there being data for the sort of trees. As the diameter of trees can be broken through to the extent of certain diameters by tracked vehicles, they are the factors necessary in analyzing. In this study, the research was conducted focusing on calculating the diameters for some trees described in a stand yield table by using the age-class for trees in a forest floor map with a scale of 1:5000 and calculating the diameters of trees by using the diameter-class for the diameters of other trees.

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