• Title/Summary/Keyword: Workload Classification

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Multi-class Support Vector Machines Model Based Clustering for Hierarchical Document Categorization in Big Data Environment (빅 데이터 환경에서 계층적 문서 유형 분류를 위한 클러스터링 기반 다중 SVM 모델)

  • Kim, Young Soo;Lee, Byoung Yup
    • The Journal of the Korea Contents Association
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    • v.17 no.11
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    • pp.600-608
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    • 2017
  • Recently data growth rates are growing exponentially according to the rapid expansion of internet. Since users need some of all the information, they carry a heavy workload for examination and discovery of the necessary contents. Therefore information retrieval must provide hierarchical class information and the priority of examination through the evaluation of similarity on query and documents. In this paper we propose an Multi-class support vector machines model based clustering for hierarchical document categorization that make semantic search possible considering the word co-occurrence measures. A combination of hierarchical document categorization and SVM classifier gives high performance for analytical classification of web documents that increase exponentially according to extension of document hierarchy. More information retrieval systems are expected to use our proposed model in their developments and can perform a accurate and rapid information retrieval service.

The Composition and Analytical Classification of Cyber Incident based Hierarchical Cyber Observables (계층적 침해자원 기반의 침해사고 구성 및 유형분석)

  • Kim, Young Soo;Mun, Hyung-Jin;Cho, Hyeisun;Kim, Byungik;Lee, Jin Hae;Lee, Jin Woo;Lee, Byoung Yup
    • The Journal of the Korea Contents Association
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    • v.16 no.11
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    • pp.139-153
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    • 2016
  • Cyber incident collected from cyber-threat-intelligence sharing Center is growing rapidly due to expanding malicious code. It is difficult for Incident analysts to extract and classify similar features due to Cyber Attacks. To solve these problems the existing Similarity Analysis Method is based on single or multiple cyber observable of similar incidents from Cyber Attacks data mining. This method reduce the workload for the analysis but still has a problem with enhancing the unreality caused by the provision of improper and ambiguous information. We propose a incident analysis model performed similarity analysis on the hierarchically classified cyber observable based on cyber incident that can enhance both availability by the provision of proper information. Appling specific cyber incident analysis model, we will develop a system which will actually perform and verify our suggested model.

Detection of Ship Movement Anomaly using AIS Data: A Study (AIS 데이터 분석을 통한 이상 거동 선박의 식별에 관한 연구)

  • Oh, Jae-Yong;Kim, Hye-Jin;Park, Se-Kil
    • Journal of Navigation and Port Research
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    • v.42 no.4
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    • pp.277-282
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    • 2018
  • Recently, the Vessel Traffic Service (VTS) coverage has expanded to include coastal areas following the increased attention on vessel traffic safety. However, it has increased the workload on the VTS operators. In some cases, when the traffic volume increases sharply during the rush hour, the VTS operator may not be aware of the risks. Therefore, in this paper, we proposed a new method to recognize ship movement anomalies automatically to support the VTS operator's decision-making. The proposed method generated traffic pattern model without any category information using the unsupervised learning algorithm.. The anomaly score can be calculated by classification and comparison of the trained model. Finally, we reviewed the experimental results using a ship-handling simulator and the actual trajectory data to verify the feasibility of the proposed method.

The Study of Cognitive Functional Difference and EEG Spectrum Difference among Sasang Constitutions (사상체질에 따른 뇌파, 학습능력 차이에 관한 연구)

  • Kim, Seok-Hwan;Choi, Kang-Wook;Lee, Sang-Ryong;Jung, In-Chul
    • Journal of Oriental Neuropsychiatry
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    • v.18 no.2
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    • pp.89-100
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    • 2007
  • Objective : The purpose of this study is to examine relationship between cognitive function and sasang constitution by analyzing EEG status of company workers in Cheon-An. Method : 59 company workers were tested with cognitive assessment EEG program and questionaire for the Sasang Constitution Classification II. They were assorted by Sasang Constitutions, and we analyzed its correlation with cognitive assessment score and EEG data. Results : 1. According to mean active EEG rhythm of Alpha. H-Beta, Gamma wave, there were no significant difference among Sasang Constitution. 2. According to mean success, error, concentration, response, workload and left/right brain activity score, there were no significant difference among Sasang Constitution. 3. According to mean active EEG rhythm of Theta, SMR, M-Beta wave, Soyangin(少陽人)'s value was significantly higher than that of Taeumin(太陰人) 4. According to mean cognitive strenghth score, Soyangin(少陽人)'s value was significantly higher than that of Taeumin(太陰人). Conclusion : In conclusion, Sasang Constitutional difference has no relevance with cognitive abilities However, Soyangin(少陽人) showed higher mean active EEG rhythm of Theta, SMR, M-Beta wave than that of Taeumin(太陰人). In addition, Soyangin(少陽人) also showed higher mean cognitive strenghth score than that of Taeumin(太陰人).

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Energy Expenditure of Male Blue Collar Workers (생산직 남성근로자의 작업 중 에너지 소모량)

  • Woo, Ji Hoon;Kang, Dongmug;Shin, Yong Chul;Kim, Myeong Ock;Son, Min Jung;Kim, Boo Wook;Cho, Byung Mann;Lee, Su Ill
    • Journal of Korean Society of Occupational and Environmental Hygiene
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    • v.16 no.2
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    • pp.183-192
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    • 2006
  • Predicting energy expenditure (EE) is important to prevent work-related musculoskeletal disorders (WMSDs). The problem to predict EE is that the standard of EE is based on western data. The authors checked average EE by job categories to provide basic data for suggesting proper work intensity for Korean workers. This study was conducted from 2003 to 2005. Study subjects were recruited from 4 car parts assembly plant, 2 car assembly plant, 2 Heavy machine manufacturing plant and 2 shipyards. Total study subjects were 515 male workers. To estimate VO2max, sub-maximal test was conducted to measure VO275%max by bicycle ergometer (Combi Co, Aerobike 75XL II). Heartbeats were recorded with heartbeat recorder (Polar Electro Co, Finland, S810) during work. EE of work was calculated by recorded heartbeat and individual regression equation which was derived from sub-maximal test. Subjects were classified into 4 industry and 8 work posture, 23 job task categories. Mean EEs (S.D.) according to industry classification (kcal/min) were 4.9 (0.7), 4.8 (0.7), 4.9 (0.7), 5.0 (0.9), and 4.0 (0.5) for Car Part manufacture, Car Assembly, Ship Building, Heavy Machinery Manufacture, and Hospital Office, respectively. The results suggest that Korean male workers of exceeding to the NIOSH criteria will be needed to plan for job rescheduling to maintain $worker^{\circ}$Øs health. Further study to establish Korean work intensity standard would be needed.

An Analysis of the Changes in Community Pharmacy Operation after the Implementation of the Separation Policy of Drug Prescription and Dispensing (의약분업 이후 약국의 운영현황 분석)

  • Ryu, See-Won;Youn, Kyung-Il;Chung, Woo-Jin
    • Korea Journal of Hospital Management
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    • v.7 no.4
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    • pp.102-122
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    • 2002
  • It has been 2 years since the implementation of the separation policy of drug prescription and dispensing. This study analyzes the changes in community pharmacy operation after the implementation of the policy. The main purposes of the analysis are to determine whether the changes in community pharmacy operation have occurred and to evaluate that the changes are consistent with the intention of the policy, if the changes actually have occurred. For the study a survey on 961 pharmacies chosen by stratified sampling method has been performed. Of the 961 sample pharmacies, 438 pharmacies were responded resulting 45.6% response rate. The sample pharmacies are classified by the location that the pharmacy are operating: the pharmacies around large size hospitals, the pharmacies around clinics or medium to small size hospitals and the pharmacies with no hospitals or clinics around. Based on the classification, the number of pharmacies, number of prescriptions processed, the personnel structure, the changes in facility, and other operational characteristics are compared. The results showed that the pharmacies were tended to concentrate around hospitals and clinic since the implementation of the policy. The number of pharmacists per pharmacy was increased, the size of pharmacy was increased and the facilities were improved to accomodate the requirements of the policy. The work hours a pharmacist spent on dispensing drug have increased almost twice, however, there was no corresponding increase in the time spent on patient education and medication history management, indicating a problem in the provision of quality pharmaceutical services. Based on the results, suggestions to minimize the negative effects of the policy are provided.

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Tertiary Hospitals' and Women's Special Hospitals' Postpartum Nursing Intervention Survey (상급종합병원과 여성전문병원 간호사의 산후 간호중재 조사)

  • Park, Hyunsoon;Kim, Ha Woon;Kim, Hee Jeong;Kim, Soon Ick;Park, Eun Hye;Kang, Nam Mi
    • Journal of Korean Clinical Nursing Research
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    • v.25 no.1
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    • pp.55-66
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    • 2019
  • Purpose: This study was done to assess development and postnatal care interventions in postnatal care intervention records for maternity ward nurses in tertiary hospitals and women's hospitals in South Korea. Methods: This mixed-method research was a Time-Motion (TM) study. Data were collected through external observation of 12 nurses in 4 wards over 24 hours. Mann-Whitney U test and independent t-test were employed for the analysis of frequency and provision time of direct/indirect care activity. $x^2$ (Fisher's exact test) was utilized to determine the difference in frequency between two groups. IBM SPSS 22.0 statistical program was employed for calculation. All statistical significance levels were at ${\alpha}=.05$. Results: According to the KPCS-1 (Korean Patient Classification System-1), women's hospitals are group 3 and tertiary hospitals, group 4. With respect to time difference in direct care, tertiary hospitals showed 791 minutes and women's hospitals, 399 a difference of 392 minutes. For time difference in indirect care, women's hospitals had 2,415 minutes while tertiary hospitals, 2,080, a difference of 335 minutes for women's hospitals. No difference was found in the average total care workload between the two institutions. Individual time also showed no difference (p>.05). Conclusion: High-risk maternal care strength in tertiary hospitals and breast-feeding strength in women's hospitals need to be benchmarked with each other.

Influencing Factors of Radiological Technologist Image of Allied Health College Students (보건계열 대학생들의 방사선사 이미지에 영향을 미치는 요인)

  • Eom, Jong-Kwon;Shin, Seong-Gyu
    • Journal of radiological science and technology
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    • v.35 no.1
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    • pp.25-33
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    • 2012
  • Perception level and social position of radiological technologist influence satisfaction level of their job. This study aims to use foundational data to improve perception level and social position of radiological technologists. We conducted interviews and a fill-out survey with 233 students who have been majoring in health-related fields at five universities and colleges located in Busan and who finished internship programs. The study analyzed 233 answer sheets excluding 17 inadequate answer sheets using T-test, ANOVA and multiple regression analysis with SAS9.1. The mean score of perception level was $3.33{\pm}0.56$. The personal image of radiological technologist showed the best score($3.43{\pm}0.56$) whereas the social image showed the worst($3.12{\pm}0.58$). According to the classification of the subject, the answer, "radiological technologist is specialized job", showed the best score($3.99{\pm}0.79$). The answer "radiological technologist suffered from less stress and workload than others when they work usually" showed the worst score($2.88{\pm}0.98$). According to the classification of each health-related major, the mean score of students who are a major in the department of the radiological technologist was the best($3.46{\pm}0.46$) and the students who are major in department of the physical therapy was the worst($3.24{\pm}0.40$). The radiological technologist have to effort to make positive image in the hospital. It is possible to be developed their knowledge and professionalism by cooperating between school and hospital as well as advertising with mass madia.

A Study on the Performance and the Importance of Ambulatory Nursing Activities (외래 간호인력 업무활동 수행도와 중요도 분석;종합병원${\cdot}$종합전문요양기관 중심으로)

  • Hwang, Hye-Young;Park, Jeong-Hye;Kim, Ji-Soo;Chen, In-Sug;Bae, Kyung-Ok;Seo, Mi-Sook;Yang, Woo-Jeong;Jung, Moon-Young;Chae, Ji-Sun;Hong, Ji-Yeon;Kim, Moon-Sil
    • Journal of Korean Academy of Nursing Administration
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    • v.13 no.1
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    • pp.109-117
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    • 2007
  • Purpose: This study focused on analysing the performance and the perception of importance about workload of ambulatory nurses and nurse-aides for quality of nursing. Method: The subjects of this study were 126 ambulatory nurses and 117 nurse-aides in 6 secondary and 4 tertiary hospitals. The method of data collection was used the questionnaire. Result: As a result, First, nurses' activities that the performance score is above 3.0 are reception, guidance, reservation, confirm, checking medical record, operating report, explanation of disease, explanation of examination discuss with medical part, discuss with supporting part, solving patient problem environment management, and paper work. And the other side, those of nurse-aides are reception, guidance, reservation, preparation for clinic, assistant for clinic, preparation for examination, material transfer & receipt, confirm, checking medical record, and arrangement. Second, nurses-aids perceive above 3.0 performance score activities to be important for themselves. Finally, nurses perceive three categories of patient education/counselling, patient advocacy and quality improvement to be more important and higher performance when compared with nurse-aides. Conclusions: Ambulatory nurse's important nursing activities are therapeutic care, patient education/counselling, patient advocacy, communication, personal management, quality improvement.

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Assessment of Facility Management Functions for Life-Cycle Information Sharing (생애주기 정보공유를 위한 자산관리 업무기능 분석)

  • Lee, Kwangjin;Jung, Youngsoo
    • Korean Journal of Construction Engineering and Management
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    • v.17 no.6
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    • pp.40-52
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    • 2016
  • In the 1960s and 1970s when Korea experienced rapid economic growth, a considerable number of buildings were constructed in the country. And since 2000, a large number of sizable and complex buildings have been being built. Specifically, as the operation and maintenance cost alone accounts for 85% of the life cycle cost of a building, efficient Facility Management (FM) is required. However, data needed in the operation and maintenance phase are not sufficiently exchangeable with data created in other phases like the planning, design and construction phases. The upper phase has higher value of data but data exchange rate is low, resulting in inefficiency. To this end, this research derived major business functions for facility management: three categories and 19 detailed functions in classification from owner's perspective. Based on the derived items, this research proposes a methodology to evaluate the 'FM Workload', 'Facility Management (FM) Data', and 'FM Data Created in Engineering and Construction Phases' thereby analyzing plans for efficient operation and maintenance. The applicability of proposed methodology was tested by examining real-world cases of public and private companies.