• Asia pacific journal of information systems
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• 제29권4호
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• pp.789-816
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• 2019

Text classification is a challenging task, especially when dealing with a huge amount of text data. The performance of a classification model can be varied depending on what type of words contained in the document corpus and what type of features generated for classification. Aside from proposing a new modified version of the existing algorithm or creating a new algorithm, we attempt to modify the use of data. The classifier performance is usually affected by the quality of learning data as the classifier is built based on these training data. We assume that the data from different domains might have different characteristics of noise, which can be utilized in the process of learning the classifier. Therefore, we attempt to enhance the robustness of the classifier by injecting the heterogeneous data artificially into the learning process in order to improve the classification accuracy. Semi-supervised approach was applied for utilizing the heterogeneous data in the process of learning the document classifier. However, the performance of document classifier might be degraded by the unlabeled data. Therefore, we further proposed an algorithm to extract only the documents that contribute to the accuracy improvement of the classifier.

• 한국안전학회지
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• 제34권3호
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• pp.42-49
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• 2019

This study statistically analyzed the laboratory accidents by investigating 806 laboratory accident survey reports which were officially submitted to government from 2013 to June 2017. After comparing domestic and foreign accident classification criteria, the laboratory accidents were classified using KCD7(Korean Standard Classification of Diseases) and OIICS(Occupational Injury and Illness Classification System) criteria. For the type and part of injury, KCD7 classification criteria was adopted. And, for the cause and occurrence type of accidents, OIICS was adopted to analyze the laboratory accidents. Most of injuries happened to the wrist and hand caused by sharp materials or chemical materials. The analysis of accident cause showed that accidents resulted in medical practice and accidents from handtools and chemical materials such as acid and alkali frequently occurred. The major occurrence types of laboratory accidents was body exposure to the chemical materials such as hydrochloric acid and sulfuric acid. In addition, the accidents resulted in destroy of grasped object or falling object were frequently reported.

• Archives of Plastic Surgery
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• 제35권5호
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• pp.581-588
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• 2008

Purpose: It is generally accepted that anatomical structures of the soft tissue in Asian faces are quite different from those in Caucasian. It is presumed that these differences are due to collagen rich thick dermis and durable superficial musculo-apponeurotic system (SMAS) in Asian. We classified the aging lower eyelids and reviewed the operative procedures according to the types of aging lower eyelids in Asian. Methods: We compared preoperative and postoperative photos of 117 patients over 30 years of age, who underwent lower blepharoplasty at the Kyunghee Medical Center from January 2001 to April 2006. We classified the patients based on the degree of skin laxity, presence of nasojugal groove and malar bag, the extent of aging process. We also reviewed the operative procedures according to each type of classification. Results: We classified our patients into four types as following. Type I patients showed minimal skin-muscle excess confined to lower eyelids regardless of the facial line. For these patients, we performed only transcutaneous or transconjunctival blepharoplasty. In type II patients, nasojugal grooves were shown and skin- muscle laxity was limited to the medial side of imaginary vertical line at lateral margin of pupil. In these cases, we performed free fat graft or fat repositioning on nasojugal groove or fat removal and septal duplication confined to medial side. Type III patients displayed more advanced medial bulging and remarkable laxity over the lateral side, the same operation methods as those of type II were applied at the lateral side of the line. Type IV patients demonstrated extensive midfacial aging changes including malar bags and underwent superficial subciliary cheek lift. Conclusion: The lower eyelid aging of Asian is different from those of Caucasian. We think that our classification is useful in selection of appropriate operative procedure to address specific problems for Asian patients.

• 한국안전학회지
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• 제20권3호
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• pp.112-119
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• 2005

In road tunnel, in order to prevents an accident and minimize the damage of an accident in the case of fire, safety facilities and equipments are integral parts. The type and amount of safety facilities are based on tunnel type and length, traffic flow rate, etc. Therefore many countries use a tunnel classification system that categories tunnel into groups, and specifies the necessary emergency equipment for each group. In this study, for the purpose of classifying tunnel based on tunnel ist investigated the domestic and foreign standards and regulations for safety of road tunnel. As a results, we suggest the method of classification of tunnel by traffic performance, tunnel grade, the volume of traffic, fraction of HGV, rules or regulations for transports of dangerous good through tunnel.

• 한국통신학회논문지
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• 제19권10호
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• pp.1991-2000
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• 1994

본 논문에서는 필기체 문자 인식 시스템을 위하여 6형식 분류 알고리즘을 제안하였다. 입력 영상은 세선화 과정을 거친 후 잡음을 제거하는 절단화 과정을 거친 후 $64\times64$ 크기로 정규화하여 이용하였다. 6형식 분류는 신경회로망의 모델 중 다층 퍼셉트론의 학습알고리즘을 이용하여 대분류와 상세분류 과정에서 이루어진다. 특징값 추출은 부분적인 특정값으로는 Subblock Hough transform을 이용하였으며 전체적인 특징값으로는 표본화 Hough transfrom을 이용하였다. 실험은 10사람이 한 형식당 30번씩 쓴 1800자를 대상으로 하였으며 받침의 유무로 대분류한 후 각기 종모음과 횡모음의 유무로 상세분류하여 90%의 분류 성공율을 얻었다.

• 한국응급구조학회지
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• 제25권3호
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• pp.71-80
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• 2021

Purpose: The purpose of this study is to investigate the characteristics and appropriateness of the Korean-type severity classification by ambulance based on the medical records of 43,561 emergency patients who were brought to the emergency medical center via ambulance between January 1, 2015 and December 31, 2017. Methods: This study analyzed the classification characteristics of the Korean severity classification tool by applying them to emergency patients who visited the emergency medical center. Results: As a result of the study first, among the categories of home hospitals according to the results of visits, "other," "low consciousness," and "dyspnea" in the order of 129 ambulances were statistically significantly higher. In the order of "low consciousness" and "trauma," the "trauma" category was 5.3% higher than that of 129 ambulances. Conclusion: Among the classification items, "others," "low consciousness," and "dyspnea" were significantly higher in the group of patients who boarded 129 ambulances, and "others," "low consciousness," and "traumatic" were significantly higher in the 119 ambulances.

• 동의신경정신과학회지
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• 제8권1호
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• pp.201-214
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• 1997

In this dissertation I have interest in the personality classification in order to recognize the personlity classification in order to recognize the tenfency of the mentality and the action. This paper compare the temperament of Sasangin(四象人) by Lee Je Ma(李濟馬) and The Psychological Types of C. G. Jung. As a result I get the following conclusions:1. Sasang understood that Sassangin have original tendency of the mentality. But C. G. Jung understood man has all of the four psychological type though they have discrepancy among them.2. In the function of the mentality, the both are similar.3. The mentality of So-Eum-In(少陰人) is similar to The Type of Thinking. The mentality of So-Yang-In(少陽人) is simliar to The Type of Feeling. The mentality of Tae-Eum-In(太陰人) is similar to The Type of Sensation. The mentality of Tae-Yang-In(太陽人) is similar to The Type of Intuition.4. The tendency of the mentality by the personality classification is of some use in the oriental medical therapy.5. For using the tendency of the mentality in oriental medical psychotherapy, they require more studies.

• ETRI Journal
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• 제28권6호
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• pp.777-786
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• 2006

Since the introduction of competition in the telecommunication market due to the growth of the interconnection between heterogeneous networks, particularly fixed and mobile networks, the interconnection charge based on traffic-sensitive (TS) and non-traffic-sensitive (NTS) costs has become more important. Although there have been many studies of the public switched telephone network (PSTN), previous studies of TS and NTS costs in mobile networks are very few. In this paper, as a pilot study, we propose three criteria and a procedure for the classification of TS and NTS costs based on mobile systems. The three criteria are the following: function type, investment requirement, and main exhaust driver. Moreover, for a CDMA mobile system, strongly TS, strongly NTS, and mixed components are classified by the proposed criteria and procedure. The proposed criteria, procedure, and classification can provide a systematic and useful guideline to decide the scope of mobile facilities and to determine the terminating cost on mobile networks from fixed networks.

• Journal of Advanced Marine Engineering and Technology
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• 제28권4호
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• pp.611-617
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• 2004

Pixel classification is one of basic image processing issues. The general characteristics of the pixels belonging to various classes are discussed and the radical principles of pixel classification are given. At the same time. a pixel classification scheme based on image direction measure is proposed. As a typical application instance of pixel classification, an adaptive multi-level median filter is presented. An image can be classified into two types of areas by using the direction information measure, that is. smooth area and edge area. Single direction multi-level median filter is used in smooth area. and multi-direction multi-level median filter is taken in the other type of area. What's more. an adaptive mechanism is proposed to adjust the type of the filters and the size of filter window. As a result. we get a better trade-off between preserving details and noise filtering.

• 한국정보시스템학회지:정보시스템연구
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• 제30권1호
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• pp.105-121
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• 2021

Purpose Today, through digital services, many people enjoy a conveient and comfortable life. Nevertheless, it is easy to find people in our daily lives who are buried in work without any payment that we did not do before digital services. Such un-payed works under digital environment are called digital shadow works. The purpose of this study is to classification and dynamics of digital shadow works and to suggest research direction. Design/methodology/approach Based on two dimension, voluntary participation ('should' type and 'want' type) and work orientation (management-operation), digital shadow works were classified into four categories - chore, makeup, routine, and quest. Findings In digital shadow work there are four types of dynamics - routine and quest, makeup and chore, makeup and quest, and quest and actions in offline. According to the classification and analysis of dynamics, three research directions in digital shadow work are suggested and discussed- digital shadow works operation mechanism considering dynamics, expansion of existing user theories based on survey method by digital shadow works and social influences by digital shadow works.