• Title/Summary/Keyword: False negative rate

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Detection of Traffic Flooding Attacks using SVDD and SNMP MIB (SVDD와 SNMP MIB을 이용한 트래픽 폭주 공격의 탐지)

  • Yu, Jae-Hak;Park, Jun-Sang;Lee, Han-Sung;Kim, Myung-Sup;Park, Dai-Hee
    • Proceedings of the Korean Information Science Society Conference
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    • 2008.06a
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    • pp.124-127
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    • 2008
  • DoS/DDoS로 대표되는 트래픽 폭주 공격은 대상 시스템뿐만 아니라 네트워크 대역폭, 프로세서 처리능력, 시스템 자원 등에 악영향을 줌으로써 네트워크에 심각한 장애를 유발할 수 있다. 따라서 신속한 트래픽 폭주 공격의 탐지는 안정적인 서비스 제공 및 시스템 운영에 필수요건이다. 전통적인 패킷 수집을 통한 DoS/DDoS의 탐지방법은 공격에 대한 상세한 분석은 가능하나 설치의 확장성 부족, 고가의 고성능 분석시스템의 요구, 신속한 탐지를 보장하지 못한다는 문제점을 갖고 있다. 본 논문에서는 15초 단위의 SNMP MIB 객체 정보를 바탕으로 SVDD(support vector data description)를 이용하여 보다 빠르고 정확한 침입탐지와 쉬운 확장성, 저비용탐지 및 정확한 공격유형별 분류를 가능케 하는 새로운 시스템을 설계 및 구현하였다. 실험을 통하여 만족스러운 침입 탐지율과 안전한 false negative rate, 공격유형별 분류율 수치 등을 확인함으로써 제안된 시스템의 성능을 검증하였다.

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Study on the prevalence of HBV Ag and HBV markers revealed through preemployment examination in asymptomatic healthy persons (직장(職場) 채용(採用) 신체검사(身體檢査)에서 나타난 B형(型) 바이러스 간염(肝炎) 검사성적(檢査成績)에 관(關)한 고찰(考察))

  • Kim, Joo-Ja
    • Journal of Preventive Medicine and Public Health
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    • v.17 no.1
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    • pp.203-210
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    • 1984
  • Primary screening test for serum HBsAg by RPHA from 4,805 persons who were clinically well through preemployment examination for the period of one calendar year of 1983 revealed 476 (9.9%) positive individual carriers. There were no significant differences in distribution of positives of serum HBsAg by age group, profession, or province area. Among positives of serum HBsAg, 356 (74.8%) showed normal findings and 120 (25.2%) showed abnormal findings in liver function test, respectively. Radioimmunoassay was done in 169 positives of HBsAg and RIA detected 10 negative persons who were positive by RPHA revealing 5.9% of false positive rate and 94.1% of sensitivity of RPHA. In RIA profile of HBV markers, pattern I (HBsAg+, Anti-HBe+) was 46.6%, pattern II (HBsAg+, HBeAg+) was 33.3%, pattern III (HBsAg+only) was 18.3%, pattern IV (HBsAg+, HBeAg+, Anti-HBs+) was 1.3%, pattern V (HBsAg+, HBeAg+, Anti-HBe+) was 0.6%, respectively. There were no positives of HBsAg among 10 persons who were negatives of HBsAg by RIA.

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Epithelial-Myoepithelial Carcinoma of the Parotid Gland - Report of a Case Misinterpreted as Pleomorphic Adenoma on Fine Needle Aspiration Cytology - (이하선의 상피-근상피암종 - 세침흡인 세포검사에서 다형성선종으로 오진된 1 예 보고 -)

  • Kim, Dong-Chul;Lee, Kyo-Young;Kang, Cang-Suk;Shim, Sang-In;Lee, Ah-Won
    • The Korean Journal of Cytopathology
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    • v.13 no.1
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    • pp.42-46
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    • 2002
  • Epithelial-myoepithelial carcinoma(EMC) is a rare, low grade malignant tumor of the salivary glands. The EMC has a distinctive histological appearance comprising ductal structures with an inner epithelial cell component and an outer layer of myoepithelial cells which show plump clear cytoplasm. The cytologic features of the EMC have been rarely described. A correct cytological diagnosis to this rare tumor is difficult with high false negative rate. We report a case of EMC in which fine needle aspiration cytologic findings were misinterpreted as a pleomorphic adenoma.

A Study on Hierarchical Distributed Intrusion Detection for Secure Home Networks Service (안전한 홈네트워크 서비스를 위한 계층적 분산 침입탐지에 관한 연구)

  • Yu, Jae-Hak;Choi, Sung-Back;Yang, Sung-Hyun;Park, Dai-Hee;Chung, Yong-Wha
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.18 no.1
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    • pp.49-57
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    • 2008
  • In this paper, we propose a novel hierarchical distributed intrusion detection system, named HNHDIDS(Home Network Hierarchical Distributed Intrusion Detection System), which is not only based on the structure of distributed intrusion detection system, but also fully consider the environment of secure home networks service. The proposed system is hierarchically composed of the one-class support vector machine(support vector data description) and local agents, in which it is designed for optimizing for the environment of secure home networks service. We support our findings with computer experiments and analysis.

Comparison of Growth Rates of Listeria Interspecies in Different Enrichment Broth (증균배지에서의 Listeria Interspecies의 경쟁생육 비교)

  • Lee, Da Yeon;Cho, Yong Sun
    • Journal of Food Hygiene and Safety
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    • v.33 no.1
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    • pp.65-70
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    • 2018
  • Monitoring of Listeria monocytogenes, the causative agent of listeriosis, in food is inportant for public health. The Korean Food Standards Codex has adopted a 'zero-tolerance' policy for L. monocytogenes. The standard detection method of L. monocytogenes is based on enrichment. Thus, proper enrichment methods need to be instituted to ensure quality control of the detection procedures. In this study, the growth of L. monocytogenes and Listeria innocua as a mixed culture in Listeria enrichment broth (LEB) was monitored during artificial contamination of enrichment culture. We confirmed competitive growth or interspecies inhibitory activity of L. monocytogenes and L. innocua. Interspecies growth differences and the inhibitory activity of different inoculation and mixtures L. innocua against L. monocytogenes were examined. The concentration of L. monocytogenes must be 2.0 log CFU/mL or more than L. innocua to grow better than L. innocua. It is known that Listeria spp. and L. monocytogenes show growth difference during LEB, resulting in the risk of false-negative results. The inhibition of L. monocytogenes by L. innocua was always observed when present at lower concentrations. However, it was confirmed that L. innocua suppressed when L. monocytogenes was present at a higher concentration. Therefore if a mixture of Listeria spp. is present, detecting L. monocytogenes is difficult. Thus, a new enrichment broth to improve the detection rate of L. monocytogenes is needed.

Sensitivity of AutoPap Primary Screening System with Location-Guided Screening in Uterine Cervical Cytology (자궁목세포진에서의 AutoPap Primary Screening System with Location-Guided Screening의 민감도 검사)

  • Choi, Jong-Sun;Jang, Hoi-Sook;Kim, Hy-Sook;Chun, Yi-Kyeong;Kim, Hye-Sun;Park, Ji-Young;Park, In-Sou;Hong, Sung-Ran
    • The Korean Journal of Cytopathology
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    • v.14 no.2
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    • pp.60-65
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    • 2003
  • Objective: The sensitivity of the AutoPap Primary Screening System with Location-Guided Screening (AutoPap LGS) for Identifying atypical cells in cervicovaginal smears was evaluated. Methods: Two hundred forty one slides with atypical cervical cytology randomly sampled were rescreened both manually and by the AutoPap LGS. The AutoPap LGS localized the atypical cells as 15 fields of view(FOVs), which were reexamined by manual review. The sensitivity was also evaluated in accordance with the cellularity of the smears. Results: The AutoPap LGS successfully processed 232 out of 241 slides. The sensitivity of the AutoPap LGS identifying the atypical cells in successfully processed slides was 97.4%(226/232). The false negative rate was 2.6%(6/232). There was no false negative case on high grade squamous intraepithelial lesion (HSIL) or squamous cell carcinoma(SCC) smears in the AutoPap LGS. The FOVs localized the diagnostic-atypical cells in 97.8%(221/226). The number of diagnostic-atypical FOVs was increased in higher-degree of atypical cytology. The AutoPap LGS localized the atypical cells in 100% of adequately cellular smears and in 92.5% even in low cellular smears. Conclusion: The AutoPap LGS showed relatively good sensitivity to detect atypical cells. It can be a valuable system to localize atypical cells, especially in HSIL or cancer slides, even in smears with low cellularity.

Captopril $^{99m}Tc-DTPA$ Renal Scintigraphy in Diagnosis of Renovascular Hypertension (신혈관성 고혈압의 진단에 있어서 캅토프릴 신스캔의 의의)

  • Yang, Hyung-In;Lee, Dong-Soo;Kim, Sung-Chul;Bae, Sang-Kyun;Choi, Chang-Woon;Chung, June-Key;Kim, Suhng-Gwon;Lee, Myung-Chul;Lee, Jung-Sang;Koh, Chang-Soon
    • The Korean Journal of Nuclear Medicine
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    • v.26 no.2
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    • pp.312-317
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    • 1992
  • To evaluate the sensitivity and specificity of captopril renal scan for renovascular hypertension, we employed the captopril renal scan in conjunction with renal angiography in 81 patients, 159 kidneys, who were referred to evaluate the cause of hypertension. We defined the renovascular hypertension by the criteria of demonstration of renal artery stenosis by angiography, and improvement or cure of hypertension by revascularization. Visual and quantitative evaluation of $^{99m}Tc-DTPA$ renal scan was peformed pre and post captopril administration. The prevalence rate of renovascular hypertension was 40% in comparing with renal angiography, and 70% in confirmed cases. The causes of renovascular hypertension in 81 patients were Takayasu's arteritis, fibromuscular dysplasia, atherosclerosis, essential hypertension, chronic pyetonephritis etc. The sensitivity and specificity of captopril renal scan in comparing with renal angiography were 80%, 86.5%, respectively and also 84.2%, 72.6% in confirmed cases of renovascular hypertension, respectively. The causes of false negative cases were nonfunctioning kidney due to complete obstruction or long duration of disease in basal scan, segmental branch artery stenosis, unknown causes, and suspicious true negative cases without confirmation. The false positive cases were abdominal aortic stenosis or aneurysm, dehydration, unknown causes, and suspicious true positive cases. We conclude that captopril renal scintigraphy is highly sensitive, reasonably specific diagnostic method and comparable to other techniques very favorably.

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Korean Food Review Analysis Using Large Language Models: Sentiment Analysis and Multi-Labeling for Food Safety Hazard Detection (대형 언어 모델을 활용한 한국어 식품 리뷰 분석: 감성분석과 다중 라벨링을 통한 식품안전 위해 탐지 연구)

  • Eun-Seon Choi;Kyung-Hee Lee;Wan-Sup Cho
    • The Journal of Bigdata
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    • v.9 no.1
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    • pp.75-88
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    • 2024
  • Recently, there have been cases reported in the news of individuals experiencing symptoms of food poisoning after consuming raw beef purchased from online platforms, or reviews claiming that cherry tomatoes tasted bitter. This suggests the potential for analyzing food reviews on online platforms to detect food hazards, enabling government agencies, food manufacturers, and distributors to manage consumer food safety risks. This study proposes a classification model that uses sentiment analysis and large language models to analyze food reviews and detect negative ones, multi-labeling key food safety hazards (food poisoning, spoilage, chemical odors, foreign objects). The sentiment analysis model effectively minimized the misclassification of negative reviews with a low False Positive rate using a 'funnel' model. The multi-labeling model for food safety hazards showed high performance with both recall and accuracy over 96% when using GPT-4 Turbo compared to GPT-3.5. Government agencies, food manufacturers, and distributors can use the proposed model to monitor consumer reviews in real-time, detect potential food safety issues early, and manage risks. Such a system can protect corporate brand reputation, enhance consumer protection, and ultimately improve consumer health and safety.

A Unknown Phishing Site Detection Method in the Interior Network Environment (내부 네트워크에서 알려지지 않은 피싱사이트 탐지방안)

  • Park, Jeonguk;Cho, Gihwan
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.25 no.2
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    • pp.313-320
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    • 2015
  • While various phishing attacks are getting to be increased in constant, their response methods still stay on the stage of responding after identifying an attack. To detect a phishing site ahead of an attack, a method has been suggested with utilizing the Referer header field of HTTP. However, it has a limitation to implement a traffic gathering system for each of prospective target hosts. This paper presents a unknown phishing site detection method in the Interior network environment. Whenever a user try to connect a phishing site, its traffic is pre-processed with considering of the characteristics of HTTP protocol and phishing site. The phishing site detection phase detects a suspicious site under phishing with analysing HTTP content. To validate the proposed method, some evaluations were conducted with 100 phishing URLs along with 100 normal URLs. The experimental results show that our method achieves higher phishing site detection rate than that of existing detection methods, as 66% detection rate for the phishing URLs, and 0% false negative rate for the normal URLs.

Clinical outcomes after sentinel lymph node biopsy in clinically node-negative breast cancer patients

  • Han, Hee Ji;Kim, Ju Ree;Nam, Hee Rim;Keum, Ki Chang;Suh, Chang Ok;Kim, Yong Bae
    • Radiation Oncology Journal
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    • v.32 no.3
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    • pp.132-137
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    • 2014
  • Purpose: To evaluate non-sentinel lymph node (LN) status after sentinel lymph node biopsy (SNB) in patients with breast cancer and to identify the predictive factors for disease failure. Materials and Methods: From January 2006 to December 2007, axillary lymph node (ALN) dissection after SNB was performed for patients with primary invasive breast cancer who had no clinical evidence of LN metastasis. A total of 320 patients were treated with breast-conserving surgery and radiotherapy. Results: The median age of patients was 48 years, and the median follow-up time was 72.8 months. Close resection margin (RM) was observed in 13 patients. The median number of dissected SNB was two, and that of total retrieved ALNs was 11. Sentinel node accuracy was 94.7%, and the overall false negative rate (FNR) was 5.3%. Eleven patients experienced treatment failure. Local recurrence, regional LN recurrence, and distant metastasis were identified in 0.9%, 1.9%, and 2.8% of these patients, respectively. Sentinel LN status were not associated with locoregional recurrence (p > 0.05). Close RM was the only significant factor for disease-free survival (DFS) in univariate and multivariate analysis. The 5-year overall survival, DFS, and locoregional DFS were 100%, 96.8%, and 98.1%, respectively. Conclusion: In this study, SNB was performed with high accuracy and low FNR and high locoregional control was achieved.