• 제목/요약/키워드: Pattern Categorization

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New Feature Selection Method for Text Categorization

  • Wang, Xingfeng;Kim, Hee-Cheol
    • Journal of information and communication convergence engineering
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    • 제15권1호
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    • pp.53-61
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    • 2017
  • The preferred feature selection methods for text classification are filter-based. In a common filter-based feature selection scheme, unique scores are assigned to features; then, these features are sorted according to their scores. The last step is to add the top-N features to the feature set. In this paper, we propose an improved global feature selection scheme wherein its last step is modified to obtain a more representative feature set. The proposed method aims to improve the classification performance of global feature selection methods by creating a feature set representing all classes almost equally. For this purpose, a local feature selection method is used in the proposed method to label features according to their discriminative power on classes; these labels are used while producing the feature sets. Experimental results obtained using the well-known 20 Newsgroups and Reuters-21578 datasets with the k-nearest neighbor algorithm and a support vector machine indicate that the proposed method improves the classification performance in terms of a widely known metric ($F_1$).

패턴인식을 적용한 디지털 영상 분류기법 (Digital Image Categorization using Pattern Recognition)

  • 박창욱;변근덕;이상진
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2008년도 동계학술대회
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    • pp.187-190
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    • 2008
  • 디지털 영상기기의 발달과 함께 디지털 영상은 우리의 생활의 일부가 되었다. 이러한 디지털 영상이 생활의 일부가 되면서 범죄자들은 범죄현장의 흔적을 디지털 영상으로 저장하기도 하며, 디지털 영상으로 저장된 CCTV를 통하여 범죄의 현장을 재현하기도 한다[5][6]. 이러한 디지털 영상은 사건을 해결하는데 중요한 역할을 하기에 사건을 수사하는데 있어 수집하여야 할 중요한 대상중의 하나이다. 이러한 디지털 영상은 하나의 분석대상에 다수의 파일로 존재할 수 있으며, 이러한 다수의 디지털 영상 속에서 사건 해결에 도움을 줄 수 있는 중요한 영상을 구분하기 위해서는 많은 시간과 인력이 필요하다. 따라서 다수의 영상 증거물을 디지털 영상 포렌식의 한 분야인 디지털 영상 분류기법을 통하여 수사의 편리함과 정확성을 향상시켜야 할 필요가 있다. 하지만 디지털 영상의 수사를 돕기 위한 디지털 영상의 분류기법은 디지털 영상 포렌식의 영역 중에서 연구가 이루어져 있지 않은 영역중의 하나이며, 연구가 진행되고 있는 방식도 국내가 아닌 국외의 법과 수사 환경을 중심으로 연구되어지고 있다. 따라서 국내의 법과 수사 환경에 적용할 수 있는 디지털 영상 분류기법에 대하여 연구할 필요성이 있다. 이에 대해 본 논문에서는 디지털 영상 포렌식 중 하나의 분야인 디지털 영상 분류기법의 연구현황을 확인하며, 디지털 영상 분류기법의 필요성에 대하여 설명하도록 하겠다.

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A Genome-wide Approach for Functional Analysis Using Rice Mutant

  • Yim, Won-Cheol;Kim, Dong-Sub;Moon, Jun-Cheol;Jang, Cheol-Seong;Lee, Byung-Moo
    • 한국작물학회지
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    • 제54권3호
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    • pp.332-338
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    • 2009
  • Rapid extension of genomic database leads to the remarkable advance of functional genomics. This study proposes a novel methodology of functional analysis using 5-methyltrytophan (5 MT) mutant together with their 2-DE analysis and public microarray database. A total of 24 proteins was changed in 5 MT mutant and four remarkably different expressed proteins were identified. Among them, three spots were converted to Affymetrix probe. A total of 155 microarray samples from Gene Expression Omnibus (GEO) in NCBI was retrieved and followed by constructing gene co-expression networks over a broad range of biological issues through Self-Organising Tree Algorithm. Three co-expressing gene clusters were retrieved and each functional categorization with differential expression pattern was exhibited from 5 MT resistance mutant rice. It was indicated new co-expression networks in the mutant. This study suggests that on investigating possibility which correspond 2-DE to microarray database with their full potential.

에코 패션디자인의 유형분석과 조형적 특성에 관한 연구 (A Study on Classification and Formative Characteristics of Eco Fashion Design)

  • 김새봄;이경희
    • 한국의류산업학회지
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    • 제12권5호
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    • pp.555-563
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    • 2010
  • This research has attempted for a categorization by contemplating on concepts and characteristics of eco fashion design through analysis of precedent studies and to study the design characteristics, images, and internal values through keyword and design codes which appeared in the precedent studies. The subject of analysis was mostly focused on the theses published in international and domestic academic journals from 1990s to September 2009. The design characteristics of each eco fashion design were analyzed by classifying by form, detail, color, fabric and pattern. Method of analysis did content analysis. The results of the research can be summarized as follows. First of all, types of eco fashion design were human-ecology design, natural-ecology design, and social-ecology design. Secondly, the human-ecology design was presented a natural and comfortable form, color of the nature, and functional and new materials. The natural-ecology design was presented a natural silhouette, natural colors, and natural fiber. The social-ecology design were used a loose silhouette and over-size forms, natural colors, and recycled materials and bio fabric. Thirdly, the images per type of eco fashion design were Zen, sportive, natural, and modern image. And the internal values were presented efficiency, health-orientation, naturalness, and continuity.

학령 후기 여아의 하반신 체형 분석에 의한 바지 원형설계에 관한 연구(제1보) (A Study on the Slacks Pattern for the Higher Grades Girls in Elementary School Based on the Somatotype Analysis of tower Body (Part I))

  • 박정숙;함옥상
    • 한국의류학회지
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    • 제27권1호
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    • pp.143-153
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    • 2003
  • This study was conducted in order to provide basic study material for children's garment design. The subjects of this study are fifth and sixth grade elementary school girls, who demonstrate rapid growth and the differences among individual somatic types are apparent. Their bodies are studied, categorized into patterns and the characteristics are examined. 1 The increase of height and length measurements according to age increase are much larger than that of breadth, depth and girth menasurments. 2. Eight factors are drawn upon factor analysis and the rate of factors comprisedare 78.68%. 3. The shapes of lower body of higher grades girls in elementary school are classified into three categories. The first type is slender in lower body and the second type is more contoured around waist area with longer length and higher height than the average elementary school girls. The third type is heavy in the lower body. 4. Eighteen items important for somatic categorization are selected through stepwise discriminant analysis and the exactitude rate of these items is 93.3%.

『장부허실표본용약식(臟腑虛實標本用藥式)』에 나타난 약물(藥物) 운용(運用)에 관한 고찰(考察) - 장산뢰(張山雷)의 『장부약식보정(臟腑藥式補正)』을 중심으로 - (A Study on the Medicinal Application in the Zangfuxushibiaobenyongyaoshi - Based on the Zangfuyaoshibuzheng of Zhang Shanlei - )

  • 李相協
    • 대한한의학원전학회지
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    • 제36권1호
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    • pp.45-78
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    • 2023
  • Objectives : Based on the Zangfuyaoshibuzheng of Zhang Shanlei, this paper examines the tip/root division of the Zangfu, features of medicinal application according to deficiency/excess or cold/heat, and erroneous cases in the Zangfuxushibiaobenyongyaoshi of Zhang Jiegu. Methods : Categorization according to tip/root, cold/heat, deficiency/excess and respective medicinal applications in the Zangfuxushibiaobenyongyaoshi were organized, followed by thorough analysis based on the annotations in the Zangfuyaoshibuzheng. Results : First, in the treatment principle of the Zangfu diseases, each of their physiological function and pathological mechanism were analyzed so that the disease patterns are understood accurately and treated accordingly. Second, in categorizing treatment methods, terminology application was modified in overlapping or ambiguous cases so that they could be better distinguished. Third, medicinal categories that were designated to treat each Zangfu disease were explained well based on unique features. In cases where medicinals were falsely included, they were identified and corrected based on sound reasoning. Conclusions : The pattern diagnosis in the Zangfuyaoshibuzheng is clear, and medicinal application analysis is intelligible. As it thoroughly corrects and revises errors in Zhang Jiegu's theories, it could provide valuable assistance in selecting each medicinals when treating disease patterns of the Five Zang.

역대 본초서(本草書)의 본초분류체계에 대한 연구 (A Study on the Bencao Classification System in Materia Medica of East Asian Medical History)

  • 白明勳;辛相元
    • 대한한의학원전학회지
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    • 제36권3호
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    • pp.89-128
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    • 2023
  • Objectives : This study aims to diachronically examine the classification systems of all materia medica, followed by categorization and analysis of each category to deduce each category's characteristic. This will provide foundation for further examining classifications of bencao in contemporary herbology. Methods : Classification systems from a total of 93 bencao related texts were collected and categorized. Each category's classification system was analyzed to determine its meaning. The classification systems were compared from a diachronic perspective, to further deduce each system's problem from a historical context. Results : The classification systems of materia medica could be summarized as following three standards: quality, origin, and medical application. In reality, bencao could be generally classified according to origin and medical application. The origin-based classification system provided a stable and flexible classification outline in the expansion process of bencao. The medical application-based classification strengthened the relationship between bencao and illness pattern, improving clinical applicability. Conclusions : In the history of herbology, the two classification systems created the current of herbology through mutual contribution and conflict. We hope that further discussion on the direction towards which classification system of bencao in contemporary herbology should head will proceed based on this study.

3차원 인체 스캔 데이터를 활용한 중년 남성 정면 비대칭 체형 특성 분석 (Analysis of Middle-aged Men's Frontal Body Shape Asymmetry using 3D Body Scan Data)

  • 이민선;김동은
    • 한국의류학회지
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    • 제47권3호
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    • pp.511-530
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    • 2023
  • This study aims to analyze middle-aged men's frontal body shape asymmetry by measuring the left and right body dimensions and angles of 388 middle-aged men aged 40 to 59 using 3D body scan data and comparing the measured values. The study also compares the measured values of width, height, and angle and their relationships using Size Korea's anthropometric measurement and posture index of the New York Posture Rating Scale. The results confirm that the asymmetric shape characteristics of the upper and lower body appear differently. In addition, the asymmetrical characteristics between the upper and lower body differed, indicating that the close parts of the body affect each other. Similar to the difference in the left and right frontal body shapes and the average angle distribution, the asymmetrical upper and lower body characteristics also are found to be dissimilar when the correlations are examined. In contrast, there is no asymmetry in the width, height, and angle considering the age and BMI groups. Finally, the study classifies three body types and identifies their asymmetric characteristics. Overall, this study contributes primary data for further research on pattern production for asymmetric and unique body types and the development of customized apparel products.

Review of Pragmatic Clinical Trials on Acupuncture

  • Lee, Sang-Hoon;Seo, Byung-Kwan;Seo, Jung-Chul;Lee, Seung-Deok;Choi, Sun-Mi;Kim, Yong-Suk
    • Journal of Acupuncture Research
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    • 제22권2호
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    • pp.163-170
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    • 2005
  • Background : Over the last thirty years, majority of researches on clinical effectiveness of acupuncture have been explanatory (or experimental) randomized controlled trial. The benefits of acupuncture in clinical trials are still controversial and most studies concluded that further control studies were required. Standardized combinations of acupuncture points for all the experimental subjects in various past studies have been criticized because such treatments do not reflect current routine clinical treatment. Objective : This paper aims to review pragmatic clinical trials on the effect of acupuncture treatment and to develop the ideal clinical research methodology of acupuncture study. Method : Clinical studies of acupuncture relevant with pragmatic or individualized trials were searched mainly in Pubmed and Science direct databases. All articles were fully reviewed by researchers, and data were evaluated by usage of a standardized form. Results & Suggestion : Pragmatic acupuncture researches were tried for various symptoms (eg. low back pain, hypertension, depression during pregnancy, sleep quality in HIV disease, chronic poststroke leg spasticity, headache, etc). Individualized acupuncture treatments based on oriental disease pattern diagnosis reflexes practical treatments which is more effective than unified and fixed acupuncture treatments without any theoretical basis of oriental medical philosophy. Conclusion : To overcome the controversies and limitations of past explanatory acupuncture trials, more individualized and tailored acupuncture trials with the theoretical basis of oriental medical diagnosis is highly recommended. Also clear definition and categorization of pattern identification should be established for further active clinical researches and applications of acupuncture.

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통일신라시대(統一新羅時代) 불교건축(佛敎建築)의 변화(變化) (The Change in the Buddhist Architecture of the Unified Silla Period (668-935))

  • 김성우
    • 건축역사연구
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    • 제1권2호
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    • pp.68-84
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    • 1992
  • The development of Buddhist architectures of the Unified Silla period have been generally understood to have paired pagoda instead of one which had been popular until before the unification. Besides the stylistic categorization of paired pagoda system, there had been no further investigation reported concerning whether there was any detailed process of change within the development of paired pagoda style. This paper aims to identify such change inside the development of paired pagoda style, which, externally, seems to be the same pattern of site design maintained throughout the period of Unified Silla that lasted for about three centuries. Since the temple sites of study are in the same pattern of layout, the method of investigation has to be such that can identify the subtle changes that, in external appearance, are not easily discernible. Hence, this research compared the dimensions of important measurement of five temple sites to be able to clarify the process of minor changes. Among many sites of Silla temples, only five were suitable for the research since detailed measurement were possible through field research or the report of excavation. They are the sites of Sachonwang-sa, Mangduk-sa, site of Kunsuri, and Bulguk-sa. Although the five sites have the same style of paired pagoda, it is clear that there were consistant flow of change. Even though the motivation of such change were not strong enough to change the site pattern itself, it resulted continuous minor changes such as the size and location of architectures. The size of image hall, for example, was growing larger and larger as time goes on, while, the size of Pagoda was getting smaller. In the same way, the size of middle gate became smaller while the size of lecture hall became larger, although the rate of change in these cases were not as severe as that of image hall and pagoda. At the same time, pagoda was coming closer to the middle gate leaving larger space in front of the image hall. Such aspect is even more meaningful considering the fact that the pagoda, from the 8th century in Japan and China, moved outside of the major precinct. The image hall, too, moved toward the middle gate slightly so that the space in front of the lecture hall became more spacious. Such changes, of course, were not accidental but they are the same continuous motivation of change that caused the changes before the period of unification. Enlargement of image hall and reduction of pagoda, for example, represent the changing relative importance of religious meaning. Hence, it is evident that one can not easily imterprete the development of one style only by categorizing it to be one same style. In the veiwpoint of the underlying motivation of change, the fact that one style persisted for a certain period of time, does not mean there had been no change, but means that it was the time of motivational accumulation, causing minor changes within the same style, to be able to create major change coming after.

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