• 제목/요약/키워드: Risk detection

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데이터마이닝 기법을 이용한 비정상행위 탐지 방법 연구 (Anomaly Detection Scheme Using Data Mining Methods)

  • 박광진;유황빈
    • 정보보호학회논문지
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    • 제13권2호
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    • pp.99-106
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    • 2003
  • 네트워크 환경에서의 다양한 침입은 심각한 위험을 초래 할 수 있기 때문에 침입을 효과적으로 탐지하기 위해 데이터마이닝 기법을 발전시켜 왔다. 비정상행위 탐지 기술은 순수 데이터로 학습한 후, 비정상행위를 탐지하기 때문에 정교한 정상행위 패턴 생성이 필수적이다. 순수한 학습 데이터의 생성은 시간과 비용이 많이 드는 단점이 있다. 따라서 네트워크 상의 데이터에 대한 특징을 파악하는 것이 중요하다. 본 논문에서는 데이터마이닝의 연관규칙 및 클러스터링기법을 비정상행위 탐지에 적용하였고, 패킷내의 판정 요소에 정보이론 척도를 적용하여 불필요한 데이터를 필터링하는 방법을 제시하였다. 또한 가변길이 트랜잭션을 네트워크상의 분석 단위를 정의하는 기준으로 제시하여 행위 패턴 생성에 보다 묘사성이 높음을 보였다.

PAX1 Methylation Analysis by MS-HRM is Useful in Triage of High-grade Squamous Intraepithelial Lesions

  • Wang, Zhen-Ming
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권2호
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    • pp.891-894
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    • 2014
  • This study is aimed to investigate the role of paired boxed gene 1 (PAX1) methylation analysis by methylation-sensitive high-resolution melting (MS-HRM) in the detection of high grade lesions in atypical squamous cells cannot exclude high-grade squamous intraepithelial lesion (ASC-H) and compared its performance with the Hybrid Capture 2 (HC2) human papillomavirus (HPV) test. In our study, 130 cases with a diagnosis of ASC-H from the cervical cytological screening by Thinprep cytologic test (TCT) technique were selected for triage. Their cervical scrapings were collected and evaluated by using PAX1 methylation analysis (MS-HRM) and high-risk HPV DNA test (HC2), followed by colposcopy and cervical biopsy. Chi-square test were used to test the differences of PAX1 methylation or HPV infection between groups. In the detection of CIN2+, the sensitivity, specificity, the PPV, NPV and the accuracy of PAX1 MS-HRM assay and high-risk HPV (HR-HPV) tests were respectively 80.6% vs 67.7%, 94.9% vs 54.5%, 83.3%, vs 31.8%, 94.0% vs 84.4%, and 91.5% vs 57.7%. The PAX1 MS-HRM assay proved superior to HR-HPV testing in the detection of high grade lesions (CIN2+) in ASC-H. This approach could screen out the majority of high grade lesion cases of ASC-H, and thus could reduce the referral rate to colposcopy.

Osteoporosis and Osteoporotic Fractures in Gastrointestinal Disease

  • Oh, Hyun Jin;Ryu, Kum Hei;Park, Bum Joon;Yoon, Byung-Ho
    • 대한골대사학회지
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    • 제25권4호
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    • pp.213-217
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    • 2018
  • Patients with gastrointestinal disease (GI) are at risk for osteopenia or osteoporosis, which can lead to fractures. Although these patients may be at risk from a young age, gastroenterologists often overlook this fact in practice. There are well-known GI diseases associated with osteopenia and osteoporosis, such as the post-gastrectomy state, inflammatory bowel disease (IBD), and celiac disease. As there is an increase in the prevalence of IBD patients, newly diagnosed celiac disease in adulthood, and gastric cancer survivors following gastrectomy, bone disease in these patients becomes an important issue. Here, we have discussed osteoporosis and fractures in GI disease, especially in the postgastrectomy state, IBD, and celiac disease. Although the pathogenesis of bone loss in each disease has not been fully identified, we have confirmed that the prevalence of osteoporosis and fractures in each of these diseases is high. There are scarce studies comparing the prevalence of osteoporosis or osteoporotic fractures in GI disease patients with studies in postmenopausal women, and specific guidelines for their management in each disease have not been established. Intensive surveillance and management are needed to ensure that these patients attain peak bone mass for age and sex to prevent fractures.

Human Papilloma Virus Detection by INNOLiPA HPV in Prostate Tissue from Men of Northeast Mexico

  • Rodriguez, Martha I Davila;Morales, Cesar V Ignacio;Tovar, Anel R Aragon;Jimenez, Delia Olache;Maldonado, Edmundo Castelan;Miranda, Sandra Lara;Gutierrez, Elva I Cortes
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권11호
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    • pp.4863-4865
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    • 2016
  • Background: Prostatic adenocarcinoma by Prosate cancer (PCa) is the most prevalent cancer and the second cause of cancer-related death among men in the Western world. Human papilloma virus (HPV) may be considered as a preventable risk factor. In this study, we assessed the frequencies of HPV infection in prostatic adenocarcinoma and benign prostatic hyperplasia (BPH) cases in Northeast Mexico. Materials and Methods: A total of 87 paraffin-embedded blocks (from 25 and 62 patients with definite diagnoses of BPH and adenocarcinoma, respectively) were selected and subjected to INNOLiPA HPV Genotyping to detect 28 high- and low-risk HPV types. The rates of infection were compared in the two studied groups. Results: INNOLiPA HPV demonstrated great sensitivity for HPV detection on paraffin-embedded tissue. Global prevalence was 14.9% (13/87). HPV infection was positive in 19.4% (12/62) of patients with adenocarcinoma and 4.0% (1/25) of patients with BPH. HPV-11, which is considered to be low risk, was more prevalent. Interestingly, one patient with BPH and six with prostate cancer showed examples considered to be high risk (HPV-18, -51, -52, and -66). Conclusion: A higher rate of HPV infection among Mexican patients with prostatic carcinoma than among those with BPH was observed. HPV infections may thus contribute to the risk of prostate cancer. Further studies are required to elucidate any roles of HPV infection in prostate disease in Mexico and the effect of prevention and treatment of HPV infection on prostatic adenocarcinoma.

Risk Factors of Clonorchis sinensis Human Infections in Endemic Areas, Haman-Gun, Republic of Korea: A Case-Control Study

  • Lee, Sang-Eun;Shin, Hee-Eun;Lee, Myoung-Ro;Kim, Yang-Hee;Cho, Shin-Hyeong;Ju, Jung-Won
    • Parasites, Hosts and Diseases
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    • 제58권6호
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    • pp.647-652
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    • 2020
  • Clonorchis sinensis is the most common fish-borne intestinal parasite in Korea. The aim of the present investigation was to survey the status of C. sinensis infection and analyze associated risk factors in residents of Haman-gun, Gyeongsangnam-do. A total of 5,114 residents from 10 administrative towns/villages voluntarily agreed to participate in the study, which comprised fecal examination, a questionnaire survey for risk factors, ultrasonography, and enzyme-linked immunosorbent assay for cancer biomarker detection in the blood. We detected C. sinensis eggs in 5.3% of the subjects. By region, Gunbuk-myeon had the highest number of residents with C. sinensis eggs. The infection rate and intensity were higher in male than in female residents. Based on the risk factor questionnaire, infection was highly associated with drinking, a history of C. sinensis infection, and the practice of eating of raw freshwater fish. Extension of the bile duct, infection intensity, and cancer biomarker detection significantly correlated with the presence of eggs in the study population. In conclusion, the development of feasible, long-term control policies and strategies for the elimination of C. sinensis in Korea is still required.

군수품 정부품질보증 위험성 평가제도 개선을 위한 제언 (Proposal for Government Quality Assurance Risk Assessment System for Military Supplies)

  • 안남수
    • 품질경영학회지
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    • 제51권2호
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    • pp.155-170
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    • 2023
  • Purpose: Nowadays, the risk assessment system is widely used in many industrial and public areas to reduce the possible risks. The system is used to determine the priorities of the government quality assurance works in Defense Agency for Technology and Quality. However, as the risk assessment system is used for other purposes, there are some items that need improvement, and in this study, we propose improvement plans by benchmarking the risk assessment systems of other institutions. Methods: In this paper, first, the procedures of risk assessment system used in many industrial sites were reviewed, and how each institution specialized and applied the system. Afterwards, by benchmarking various risk assessment systems, an improvement plan on how to operate the risk assessment system in the case of government quality assurance for centrally procured military supplies was presented, and practical application cases were presented to prove the usefulness of the improvement plan. Results: The proposed risk assessment system differs from the existing system in five major aspects. First, inputs, outputs, and key performance indicators were specified from the systematic point of view. Second, risk analysis was analyzed in four dimensions: probability of occurrence, impact, detection difficulty. Third, risk mitigation measures were classified, control, transfer, and sharing. Fourth, the risk mitigation measures were realized through document verification, product verification, process verification, and quality system evaluation. Finally, risk mitigation measures were implemented and the effectiveness of the risk mitigation measures was evaluated through effectiveness evaluation. Conclusions: In order for the risk assessment procedure proposed in this study to be applied to actual work, it is necessary to obtain the consent of the person involved in the work due to the increased time for risk identification and preparation of the government quality assurance log, and a change in the information system that performs the actual work is required. Therefore, the authors of this study plan to actively perform internal seminar presentations and work improvement suggestions to apply these research outputs to actual work.

RI검출 바이오칩의 혈관계 질환 발생 위험인자 검지에 대한 타당성 연구 (Feasibility Study on RI Biochip Application to Detection of Risk Factors of Atherosclerosis)

  • 고경철;최미희;박상현;조경현;이기택
    • 방사선산업학회지
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    • 제3권1호
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    • pp.25-29
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    • 2009
  • Microarrays can be used to screen thousands of binding events in a parallel and high throughput fashion and are of major importance in disease diagnosis and drug discovery. The use of radioisotope is conventionally regarded as one of the most sensitive detection methods. Atherosclerosis is a common disorder affecting arterial blood vessels. It happens when fat, cholesterol, and other substances made in the arterial blood vessels form a hard substances called plaque. Lipoprotein-associated phospholipase $A_2$ ($Lp-PLA_2$), a phospholipase $A_2$ enzyme, is used as a marker for cardiac disease. The detection of $Lp-PLA_2$ was accomplished by using radioactive [$^3H-acetyl$] PAF as a substrate and a feasibility study on RI biochip application to detection of $Lp-PLA_2$, a risk factors of atherosclerosis was performed. Inhibitive activity of a native plant extract was also determined by using the RI biochip. It was found to be applicable to a high-throughput screening of inhibitors for developing atherosclerosis therapeutic agents.

생후 90일 이하의 영아에서 호흡기 바이러스 검출과 관련된 위험인자 (Risk Factors Associated with Respiratory Virus Detection in Infants Younger than 90 Days of Age)

  • 임연주;배이영;이정현;정대철
    • Pediatric Infection and Vaccine
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    • 제21권1호
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    • pp.22-28
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    • 2014
  • 목적: 임상적으로 중증 세균성 감염과 바이러스성 질환의 감별이 어려운 어린 영아에서 호흡기 바이러스를 검출하고 이것과 연관된 임상적 위험인자를 분석하였다. 방법: 2011년 9월부터 2012년 8월까지 생후 90일 이하 영아 중 패혈증을 포함한 감염성 질환이 의심된 227명을 대상으로 비인두 검체를 채취하였으며 임상적 특성에 대한 후향적 연구를 시행하였다. 채취한 검체 내 호흡기 바이러스의 검출은 real-time PCR 검사를 통해 측정되었다. 결과: 총 157명(69.2%)의 영아에서 한 가지 이상의 호흡기 바이러스가 검출되었다. 빈도는 RSV (75명), RV (42명), influenza virus (18명), parainfluenza virus (15명), human metapneumovirus (9명), coronavirus (9명), adenovirus (4명), bocavirus (3명) 순이었다. 이 중 24명(10.6%)에서 세균성 감염을 진단하였다. 기침, 호흡기 질환의 가족력이 있는 경우 혹은 가을/겨울 철에 호흡기 바이러스가 의미있게 높은 빈도로 검출되었으며 로지스틱 회귀분석에서도 같은 경향을 확인하였다. 가을과 겨울에는 세균성 감염 환자보다 그렇지 않은 환자에서 호흡기 바이러스 검출이 유의하게 많은 것을 알 수 있었다. 결론: 호흡기 바이러스는 감염성 질환이 의심되어 입원한 어린 영아의 중요한 병원체이며 그 검출률은 호흡기 증상, 가을/겨울철 발생, 호흡기 증상의 가족력이 있는 환자에서 유의하게 높았다.

생체 면역 기반의 하이브리드 침입 탐지 시스템에 관하여 (On the Hybrid Intrusion Detection System based Biometric Efficiency)

  • 양은목;이상용;서창호;김석우
    • 융합보안논문지
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    • 제1권1호
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    • pp.57-68
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    • 2001
  • 컴퓨터망의 확대 및 컴퓨터 이용의 급격한 증가에 따른 부작용으로 컴퓨터 보안 문제가 중요하게 대두되고 있다. 이에 따라 침입자로부터 침입을 줄이기 위한 침입탐지시스템에 관한 연구가 활발하다. 본 논문은 멀티레벨에서 감사자료를 수집하고, 필터링하여 오용행위 탐지기법에 대한 선천성면역, 비정상행위 탐지기법에 대한 후천성 면역을 사용한 하이브리드 침입탐지 시스템이다. 다중호스트 기반에서 감사자료를 하나의 시스템으로 모아서 탐지하므로 하나의 호스트에서 탐지한 침입보다 여러 호스트에서 탐지가 가능하며, 비정상행위 탐지 기법에서 탐지한 침입은 오용행위 탐지 기법에서 신속하게 탐지할 수 있는 면역력을 가진 침입탐지 시스템의 설계 및 구현한다.

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Invader Detection System Using the Morphological Filtering and Difference Images Based on the Max-Valued Edge Detection Algorithm

  • Lee, Jae-Hyun;Kim, Sung-Shin;Kim, Jung-Min
    • Journal of Advanced Marine Engineering and Technology
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    • 제36권5호
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    • pp.645-661
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    • 2012
  • Recently, pirates are infesting on the sea and they have been hijacking the several vessels for example Samho Dream and Samho Jewelry of Korea. One of the items to reduce the risk is to adopt the invader detection system. If the pirates break in to the ship, the detection system can monitor the pirates and then call the security alarm. The crew can gain time to hide to the safe room and the report can be automatically sent to the control room to cope with the situation. For the invader detection, an unmanned observation system was proposed using the image detection algorithm that extracts the invader image from the recording image. To detect the motion area, the difference value was calculated between the current image and the prior image of the invader, and the 'AND' operator was used in calculated image and edge line. The image noise was reduced based on the morphology operation and then the image was transformed into morphological information. Finally, a neural network model was applied to recognize the invader. In the experimental results, it was confirmed that the proposed approach can improve the performance of the recognition in the invader monitoring system.