• 제목/요약/키워드: Classification code

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Improving Malicious Web Code Classification with Sequence by Machine Learning

  • Paik, Incheon
    • IEIE Transactions on Smart Processing and Computing
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    • 제3권5호
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    • pp.319-324
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    • 2014
  • Web applications make life more convenient. Many web applications have several kinds of user input (e.g. personal information, a user's comment of commercial goods, etc.) for the activities. On the other hand, there are a range of vulnerabilities in the input functions of Web applications. Malicious actions can be attempted using the free accessibility of many web applications. Attacks by the exploitation of these input vulnerabilities can be achieved by injecting malicious web code; it enables one to perform a variety of illegal actions, such as SQL Injection Attacks (SQLIAs) and Cross Site Scripting (XSS). These actions come down to theft, replacing personal information, or phishing. The existing solutions use a parser for the code, are limited to fixed and very small patterns, and are difficult to adapt to variations. A machine learning method can give leverage to cover a far broader range of malicious web code and is easy to adapt to variations and changes. Therefore, this paper suggests the adaptable classification of malicious web code by machine learning approaches for detecting the exploitation user inputs. The approach usually identifies the "looks-like malicious" code for real malicious code. More detailed classification using sequence information is also introduced. The precision for the "looks-like malicious code" is 99% and for the precise classification with sequence is 90%.

석유화학 플랜트의 효율적 배관자재 관리를 위한 코드분류체계 개선 (Improvement of the Code Classification Structure in Piping Material Management for Petrochemical Plant Projects)

  • 이종필;문윤재;이재헌
    • 플랜트 저널
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    • 제11권1호
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    • pp.39-49
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    • 2015
  • 본 연구는 석유화학 플랜트 설계, 구매 시공에 직간접적으로 많은 영향을 주는 배관자재의 관리 효율성을 높이기 위하여 자재 코드 및 자재관리 시스템의 근간이 되는 배관자재 코드 분류체계를 개선하였다. 기존 배관자재 코드 분류체계를 개선하기 위하여 내재된 문제점을 자세히 파악하고 국내외 대형 EPC 기업의 배관자재 코드 분류체계 특징을 조사하였으며, 최근 대형화, 전문화 되어가는 프로젝트의 특성을 고려하여 개선 방향을 설정하였다. 배관 자재별 특성에 맞는 코드분류체계를 정의하고, 표준 속성을 추가하고, 신규 자재 및 재질을 고려한 코드 자릿수 확장 및 계층적 분류 구조를 통하여 효율적 배관 자재관리를 위한 배관 자재 코드 분류체계의 개선 구조를 도출하였다. 개선된 배관자재 코드 분류체계를 수행중인 프로젝트에 적용한 결과, 자재 구매사양서의 재 작업률이 평균 4.98%에서 2.48%로 감소하였으며, 3차원설계에서 요구되는 배관 형상 구축 작업시간이 기존 평균 작업인원 2명이 6개월 소요 되었으나, 1명이 4개월로 67% 감소 효과를 가져왔다. 또한 피라미드 코드 구조를 통하여 전사 자재관리 시스템과 연동되어 구매, 견적 등 유관 부서에서 다양한 데이터를 축적하고 내부 경영관리 의사결정을 위한 프로젝트 분석에 활용할 수 있게 되었다.

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광주광역시 원도심 중심상업지역의 블록 특성 및 유형화 (Classification and characteristic of Central Commercial Area Block Development, Gwang-ju)

  • 한다혁;이민석
    • 대한건축학회연합논문집
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    • 제20권6호
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    • pp.89-96
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    • 2018
  • The purpose of this study is to categorize Commercial area by identifying characteristics of blocks and coding them in order to segment use zoning in Commercial area. The study was conducted as follows. Data from building register, cadastral map, statistics annual report are utilized to identify the physical environment of the block. four types used as code under the physical environment classification code which are classification code of physical environment, detail usage, volume ratio, and height type are set, and combine the classification codes sorted by the four types of code. Through the physical environment classification codes, there are currently 37 different block characteristics of the Old downtown Commercial area. Diversity is not reflected. There are only Central commercial area of regulations in Old downtown commercial areas that are uniformly managed. For the renewal, management and development that can occur in the near future, it is necessary to segment of use district in the commercial area. Consider the current situation and future development direction for the management of sustainable commercial areas. Management is required using physical environment classification codes. It is meaningful that it can be maintained, managed and developed in accordance with the characteristics of each block.

응급센터에 내원한 외상 환자에 있어 ICD-10 (International Classification of Disease-10)입력의 정확성과 ICISS (International Classification of Disease Based Injury Severity Score)점수의 오류 (The Accuracy of the ICD-10 Code for Trauma Patients Visiting on Emergency Department and the Error in the ICISS)

  • 이재혁;심민섭
    • Journal of Trauma and Injury
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    • 제22권1호
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    • pp.108-115
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    • 2009
  • Purpose: We designed a retrospective study to measure the accuracy of the ICD-10 (International Classification of Disease-10) code for trauma patients. We also analyzed the error of the ICISS (International Classification of Disease based Injury Severity Score) due to a missing or an incorrect ICD-10 code. Methods: For the measuring the accuracy of the ICD-10 code for trauma patients in a tertiary teaching hospital's emergency department, two board certified emergency physician performed a retrospective chart review. The ICD-10 code was classified as a main code or a sub-code. The main code was defined as the code of the main department of treatment, and the sub-code was defined as a code other than the main code. We calculated and compared two ICISS for each patient one by using both the existing code and the other by using a corrected code. We compared the proportions of severe trauma (defined as an ICISS less than 0.9) between when the existing code and the corrected code was used respectively. Results: We reviewed the records of 4287 trauma patients who had been treated from July 2008 to November 2008. The accuracy of the main code, the sub-code of emergency department, main-code, the sub-code of hospitalized patients were 97.1%, 59.8%, 98.2% and 57.0%, respectively. Total accuracy of the main and sub-code of emergency department and of hospitalized patients were 91.4% and 58.6%. The number of severe trauma patients increased from 33 to 49 when the corrected code was used in emergency department and increased from 35 to 60 in hospitalized patients. Conclusion: The accuracy of the sub-code was lower than that of the main code. A missing or incorrect subcode could cause an error in the ICISS and in the number of patients with severe trauma.

예제기반 한국어 표준 산업/직업 코드 분류 (An Example-based Korean Standard Industrial and Occupational Code Classification)

  • 임희석
    • 한국산학기술학회논문지
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    • 제7권4호
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    • pp.594-601
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    • 2006
  • 통계청에서 실시하는 통계 조사에는 한국 표준 산업/직업 분류 코드를 작성하는 작업이 많이 포함되는데, 현재 대부분의 코드 분류 작업은 수작업으로 이루어지고 있으며, 이로 인하여 막대한 노동력과 비용이 소모되고 작업결과의 일관성을 유지하기 어렵다는 문제점이 있다. 본 논문은 수동 코드 분류 규칙과 예제기반의 자동 학습을 이용하는 한국어 표준 산업/직업 코드 자동 분류 시스템을 제안한다. 제안된 시스템은 산업과 직업에 대하여 설명하는 자 연어를 입력받아 해당 산업/직업 분류 코드를 생성하는 시스템으로 수작업으로 구축된 규칙을 적용한 후 규칙이 적용되지 않는 레코드는 예제 기반의 학습을 이용한 자동 분류 시스템에 의해서 해당 코드를 할당한다. 수작업 규칙 260여개와 40만여개의 예제를 이용하여 학습한 시스템에 대하여 실험한 결과 제안한 시스템은 직업 코드 분류에서 76.69% 그리고 산업 코드 분류에서는 99.68%의 정확도를 보였다.

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패션산업의 색채관리를 위한 조사용 컬러코드의 설계연구 (A Study on the Plan of Research Color Code for Color Management in Fashion Industry)

  • 이경희
    • 한국의류산업학회지
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    • 제6권3호
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    • pp.285-296
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    • 2004
  • Fashion business must reflect the seasonable fashion trend because fashion has change always, and therefore fashion business has a big risk at the attribute. Careful consideration should be given to the selection of a particular color code to meet the purpose of marketing research in various color products. It must be designed to grasp systematically and comprehensively the current trend of colors. The most suitable color code for meeting this proposition would be one based on the designation by color ranges. The ISCC-NBS method of designating colors, published in 1955, was established by dividing the color solid into 267 color name blocks. The detailed classification like the ISCC-NBS system is very appropriate to serve the purpose of giving all color names according to color ranges. But it is somewhat too complicated to answer the purpose of surveying the trend of colors and of comparing and evaluating the ups and downs in the popularity of the range of each individual color. I have worked out the most convenient method of designating colors in accordance with the type of investigation needed. It is the classification which involves four classification system in itself, fundamental, gross, medium, and minute. The fundamental classification system classifies hues and neutrals into 16ranges. The gross classification system divides the above 16 ranges into 30. The medium classification divides the above 30 ranges into 103 in terms of tones. The minute classification divides the above 103 ranges into 207 in terms of specipic hues.

Operating Pressure Conditions for Non-Explosion Hazards in Plants Handling Propane Gas

  • Choi, Jae-Young;Byeon, Sang-Hoon
    • Korean Chemical Engineering Research
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    • 제58권3호
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    • pp.493-497
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    • 2020
  • Hazardous area classification is designed to prevent chemical plant explosions in advance. Generally, the duration of the explosive atmosphere is used for zone type classification. Herein, IEC code, a quantitative zone type classification methodology, was used to achieve Zone 2 NE, which indicates a practical non-explosion condition. This study analyzed the operating pressure of a vessel handling propane to achieve Zone 2 NE by applying the IEC code via MATLAB. The resulting zone type and hazardous area grades were compared with the results from other design standards, namely API and EI codes. According to the IEC code, the operating pressure of vessels handling propane should be between 101325-116560.59 Pa. In contrast, the zone type classification criteria used by API and EI codes are abstract. Therefore, since these codes could interpret excessively explosive atmospheres, care is required while using them for hazardous area classification design.

수입물품의 품목 분류를 위한 멀티모달 표현 학습 (Multi-modal Representation Learning for Classification of Imported Goods)

  • 이앞길;최근호;김건우
    • 지능정보연구
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    • 제29권1호
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    • pp.203-214
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    • 2023
  • 우리나라 관세청은 효과적인 원스톱(One-stop) 업무 처리가 가능한 전자통관 시스템으로 효율적으로 업무처리를 하고 있지만 기술의 발달과 비대면 서비스의 증가로 매년 수출입건수가 증가하고 있으며 그에 따른 업무량도 폭증하고 있는 실정으로 이에 따른 보다 효과적인 방법이 매우 필요하다. 수입과 수출은 모든 물품에 대한 분류 및 세율 적용을 위한 HS Code(Harmonized system code)가 필요하고 해당 HS Code를 분류하는 품목 분류는 전문지식과 경험이 필요한 업무 난이도가 높고 관세 통관절차에서 중요한 부분이다. 이에 본 연구는 품목 분류 의뢰서의 물품명, 물품상세설명, 물품 이미지 등의 다양한 유형의 데이터 정보를 활용하여 멀티모달 표현 학습(Multimodal representation learning) 기반으로 정보를 잘 반영할 수 있도록 딥러닝 모델을 학습 및 구축하여 HS Code를 분류 및 추천해 줌으로써 관세 업무 부담을 줄이고 신속한 품목 분류를 하여 통관절차에 도움을 줄 것으로 기대한다.

핀 조인트로 구성된 기구학적 연쇄들의 구조적 분류 및 열거 (Structural Classification and Enumeration of Pin-Jointed Kinematic Chains)

  • 이종기;신재균
    • 대한기계학회논문집
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    • 제18권3호
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    • pp.565-572
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    • 1994
  • A method for the classification of kinematic chains according to the similarity in their structures is proposed. Classifcation code is defined from the contracted graph of the kinematic chain. This method of classifying kinematic chains can be effectively used for the systematic enumeration of structurally distinct kinematic chains given the number of links and degrees of freedom of the kinematic chains. Two separate steps for the enumeration are developed in the study. The first step is to generated all the possible classification codes and the next step is to generate individual kinematic chains belonging to each classification code generated. Using this two step procedure, kinematic chains up to 12 links are successfully enumerated in the present study. It is concluded that the two step method can be efficiently used for the type synthesis of mechanisms.

Dr. Image를 이용한 구강악안면방사선과 의료영상 관리 (Management of oral and maxillofacial radiological images)

  • 김은경
    • Imaging Science in Dentistry
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    • 제32권3호
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    • pp.129-134
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    • 2002
  • Purpose : To implement the database system of oral and maxillofacial radiological images using a commercial medical image management software with personally developed classification code. Materials and methods : The image database was built using a slightly modified commercial medical image management software, Dr. Image v.2.1 (Bit Computer Co., Korea). The function of wild card '*' was added to the search function of this program. Diagnosis classification codes were written as the number at the first three digits, and radiographic technique classification codes as the alphabet right after the diagnosis code. 449 radiological films of 218 cases from January, 2000 to December, 2000, which had been specially stored for the demonstration and education at Dept. of OMF Radiology of Dankook University Dental Hospital, were scanned with each patient information. Results: Cases could be efficiently accessed and analyzed by using the classification code. Search and statistics results were easily obtained according to sex, age, disease diagnosis and radiographic technique. Conclusion : Efficient image management was possible with this image database system. Application of this system to other departments or personal image management can be made possible by utilizing the appropriate classification code system.

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