• 제목/요약/키워드: Profiling Model

검색결과 150건 처리시간 0.02초

비정상행위 탐지를 위한 사용자 정상행위 클러스터링 기법 (Clustering Normal User Behavior for Anomaly Intrusion Detection)

  • 오상현;이원석
    • 정보처리학회논문지C
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    • 제10C권7호
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    • pp.857-866
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    • 2003
  • 사용자 비정상 행위를 탐지하기 위해서 기존의 연구들은 주로 통계적 기법을 이용해 왔다. 그러나 이들 연구들은 주로 사용자의 평균적인 행위를 분석하기 때문에 사용자의 비정상행위가 정확하게 탐지될 수 없다. 본 논문에서는 사용자의 정상행위를 모델링하는 새로운 클러스터링 방법을 제안한다. 클러스터링은 분석 환경에서 임의 개수의 빈발 영역을 식별할 수 있기 때문에 통계적 기법에서의 부정확한 모델링 방법을 개선할 수 있다. 빈발 공통 지식은 트랜잭션 단위로 발생되는 유사 데이터 객체들의 빈도수와 각 트랜잭션에 포함된 유사 데이터 객체들의 반복 비율로 나타낼 수 있다. 이와 더불어, 제안된 방법은 공통 지식을 축약된 프로파일로 유지하는 방법을 설명한다. 따라서 생성된 프로파일을 이용하여 온라인 트랜잭션에서의 비정상 행위를 쉽게 탐지할 수 있다.

외식 소비자의 레스토랑 선택속성 및 속성가치에 대한 선호도 조사 연구 -컨조인트 분석을 이용하여- (Study on Consumers' Restaurant Selection Criteria by Using Conjoint Analysis)

  • 홍종숙;전지영;김영숙
    • 동아시아식생활학회지
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    • 제22권2호
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    • pp.315-321
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    • 2012
  • In this study, the product attributes that give customers the estimated benefits and products that can predict the customer's choice conjoint analysis techniques to identify the restaurant affinity markets a new dining concept was to develop. Questionnaire for this study of 400 non-response is negative and insincere characters, except for the final analysis, the questionnaire Part 309 was the target. Conjoint model used in this study Pearson's R is 0.928 ($p$<0.000), Kendall's tau is 0.750 ($p$<0.000) with an orthogonal plan was well suited for profiling attributes are extracted 16. Part of the relative importance of the value of the property to determine the result of analyzing the properties that are most important at the level of the respondents of the induct (38.46%), and followed by price (30.52%), Atmosphere (18.28%), and Exclusive space (12.73%) was followed. Portion of the property value for each analysis among industry preference for the Italian food was highest, a nature-friendly interior atmosphere had the highest affinity Average per price at 10,000 won~30,000 won or less than the amount of affinity was higher location of the restaurant alone, showed that space preferred. Through simulation in a virtual seafood restaurant nature-friendly image, average price per person ranging from 10,000 to 30,000won at an exclusive restaurant was most preferred.

스캐닝 트래픽의 프로파일링을 통한 인터넷 웜 확산 모델링 기법 (An Approach for Worm Propagation Modeling using Scanning Traffic Profiling)

  • 손태식;구본현
    • 전자공학회논문지CI
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    • 제47권5호
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    • pp.67-74
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    • 2010
  • 최근에는 일반적인 웜의 확산 특성을 분석하여 이를 이용해 웜으로 의심되는 트래픽을 사전에 차단하는 방법이 활발히 연구되고 있다. 그러나 아직 구체적인 모델링 방법에 대한 명확한 기준이 없으며, 급변하는 웜의 특성을 반영한 사전 탐지가 쉽지 않은 실정이다. 이에 본 논문에서는 현재 제시되어 있는 웜의 탐지 모델들을 분석하였고, 웜의 확산 과정에 있어서 새로운 감염대상을 찾기 위한 스캐닝 방법이 가장 주요한 요소임을 확인하였다. 이를 바탕으로, Lovgate, Blaster, Sasser 3가지 웜의 확산 과정시 스캐닝 방법을 분석하였고, 분석한 내용을 바탕으로 각각의 프로파일을 구축하였다. 구축된 스캐닝 프로파일 기법을 적용한 웜의 탐지 모델을 시뮬레이션 함으로써 실제 웜의 확산 과정을 예측해 본다. 또한 제안 기법의 검증을 위해 실제 테스트 베드를 구축하고 제안 모델을 적용하여 탐지 가능성을 확인하였다.

Profiling of skeletal muscle tissue for long non-coding RNAs related to muscle metabolism in the QingYu pig at the growth inflection point

  • Luo, Jia;Shen, Linyuan;Gan, Mailin;Jiang, Anan;Chen, Lei;Ma, Jideng;Jin, Long;Liu, Yihui;Tang, Guoqing;Jiang, Yanzhi;Li, Mingzhou;Li, Xuewei;Zhang, Shunhua;Zhu, Li
    • Animal Bioscience
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    • 제34권8호
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    • pp.1309-1320
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    • 2021
  • Objective: Investigation of muscle growth at different developmental stages is an appropriate strategy for studying the mechanisms underlying muscle development and differences in phenotypes. In particular, the muscle development mechanisms and the difference between the fastest and slowest growth rates. Methods: In this study, we used a growth curve model to fit the growth inflection point (IP) of QingYu pigs and compared differences in the long non-coding RNA (lncRNA) transcriptome of muscle both at the growth IP and plateau phase (PP). Results: The growth curve of the QingYu pig had a good fit (R2 = 0.974) relative to a typical S-curve and reached the IP at day 177.96. At the PP, marbling, intramuscular fat, and monounsaturated fatty acids had increased significantly and the percentage of lean muscle and polyunsaturated fatty acids had decreased. A total of 1,199 mRNAs and 62 lncRNAs were differentially expressed at the IP compared with the PP. Additional to gene ontology and Kyoto encyclopedia of genes and genomes pathway analyses, these differentially expressed protein coding genes were principally related to muscle growth and lipid metabolism. Conclusion: Our results suggest that the identified differentially expressed lncRNAs, could play roles in muscle growth, fat deposition and regulation of fatty acid composition at the IP and PP.

6-Shogaol and 10-Shogaol Synergize Curcumin in Ameliorating Proinflammatory Mediators via the Modulation of TLR4/TRAF6/MAPK and NFκB Translocation

  • Xian Zhou;Ahmad Al-Khazaleh;Sualiha Afzal;Ming-Hui (Tim) Kao;Gerald Munch;Hans Wohlmuth;David Leach;Mitchell Low;Chun Guang Li
    • Biomolecules & Therapeutics
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    • 제31권1호
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    • pp.27-39
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    • 2023
  • Extensive research supported the therapeutic potential of curcumin, a naturally occurring compound, as a promising cytokine-suppressive anti-inflammatory drug. This study aimed to investigate the synergistic anti-inflammatory and anti-cytokine activities by combining 6-shogaol and 10-shogaol to curcumin, and associated mechanisms in modulating lipopolysaccharides and interferon-γ-induced proinflammatory signaling pathways. Our results showed that the combination of 6-shogaol-10-shogaolcurcumin synergistically reduced the production of nitric oxide, inducible nitric oxide synthase, tumor necrosis factor and interlukin-6 in lipopolysaccharides and interferon-γ-induced RAW 264.7 and THP-1 cells assessed by the combination index model. 6-shogaol-10-shogaol-curcumin also showed greater inhibition of cytokine profiling compared to that of 6-shogaol-10-shogaol or curcumin alone. The synergistic anti-inflammatory activity was associated with supressed NFκB translocation and downregulated TLR4-TRAF6-MAPK signaling pathway. In addition, SC also inhibited microRNA-155 expression which may be relevant to the inhibited NFκB translocation. Although 6-shogaol-10-shogaol-curcumin synergistically increased Nrf2 activity, the anti-inflammatory mechanism appeared to be independent from the induction of Nrf2. 6-shogaol-10-shogaol-curcumin provides a more potent therapeutic agent than curcumin alone in synergistically inhibiting lipopolysaccharides and interferon-γ induced proinflammatory mediators and cytokine array in macrophages. The action was mediated by the downregulation of TLR4/TRAF6/MAPK pathway and NFκB translocation.

유전 요인과 생활환경 요인의 상호작용이 제2형 당뇨병 발생에 미치는 영향: 한국인유전체역학 조사사업(KoGES) 자료를 이용하여 (Effects of gene-lifestyle environment interactions on type 2 diabetes mellitus development: an analysis using the Korean Genome and Epidemiology Study data)

  • 현수진;전상은
    • Journal of Korean Biological Nursing Science
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    • 제25권1호
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    • pp.73-85
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    • 2023
  • Purpose: This study focused on identifying the interaction effects of genetic and lifestyle-environmental factors on the development of type 2 diabetes mellitus (T2D). Methods: Study subjects were selected from the Korean Genome and Epidemiology Study (KoGES) from 2001 to 2014. Data on genetic variations, anthropometric measurements, biochemical data, and seven lifestyle factors (diet, physical activity, alcohol drinking, smoking, sleep, depression, and stress) were obtained from 4,836 Koreans aged between 40 and 59 years, including those with T2D at baseline (n = 1,209), newly developed T2D (n= 1,298) and verified controls (n = 3,538). The genetic risk score (GRS) was calculated by using 11 single-nucleotide polymorphisms (SNPs) related to T2D development and the second quartile was used as the reference category. A Cox proportional hazards regression model was used to evaluate the associations of GRS and lifestyle factors with T2D risk, controlling for covariates. Results: Multivariate regression analysis revealed that GRS was the strongest risk factor for T2D, and body mass index (BMI), smoking, drinking, and spicy food preference also increased the risk. Lifestyle/environmental factors that showed significant interactions with GRS were BMI, current smoking, current drinking, fatty food preference, and spicy food preference. Conclusions: Interactions between genetic factors and lifestyle/environmental factors were associated with an increased risk of T2D. The results will be useful to provide a new perspective on genetic profiling for the earlier detection of T2D risk and clues for personalized interventions, which might be more effective prevention strategies or therapies in individuals with a genetic predisposition to T2D.

다운홀 시험에서 신뢰성 있는 전단파 속도 주상도 도출을 위한 해석 기법의 개선 (Refinement of Interpretation Method for Reliable Vs Profiling in Downhole Seismic Method)

  • 방은석;김동수;윤종구
    • 대한토목학회논문집
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    • 제26권3C호
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    • pp.157-170
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    • 2006
  • 다운홀 기법은 하나의 시추공을 이용하고 간단한 지표면 가진원을 사용하므로 매우 경제적이나 획득신호가 불량한 경우가 많아 초동 정보가 왜곡되어 결과의 신뢰성이 다소 떨어진다고 인식되어 왔다. 이러한 경우 직접법이 이용되고 있으나 해석자의 주관에 따라 결과가 달라질 수 있으며 직선경로를 고려하기 때문에 최적의 결과를 도출하기 어렵다. 본 논문에서는 이러한 직접법의 문제점을 개선하고자 굴절 경로를 고려하여 가진원 거리 보정을 수행하며 지반 구조의 결정 및 각 층의 속도를 자동적으로 도출해주는 평균 굴절 경로법을 제안하였다. 다양한 지반모델에 있어 도달시간 정보 획득 과정에서 발생할 수 있는 오류에 대해 모사한 이론적 도달시간 정보와 유한요소 해석을 통해 획득한 실제 파형으로부터 도출한 도달시간 정보를 이용하여 평균 굴절 경로법의 효용성을 검증하였다. 마지막으로 실제 현장 실험을 통해 도달시간 정보를 획득하고 제안된 평균굴절경로법을 적용하여 보았으며 다운홀 기법에서 도달시간 정보 획득 과정에서의 오류 문제를 평균굴절경로법을 적용함으로써 효율적으로 대처할 수 있으리라 판단되었다.

Quantitative Analysis of Marker Compounds and Matabolic Profiling of Zanthoxylum piperitum (Chopi) according to Different Parts and Harvest T imes

  • Hyejin Hyeon;Eunbi Jang;Yoonji Lee;Sung Hye Han;Baek Kwang Yeol;Su Young Jung;Ki Sung Shin;Weon-Jong Yoon
    • 한국자원식물학회:학술대회논문집
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    • 한국자원식물학회 2023년도 임시총회 및 춘계학술대회
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    • pp.62-62
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    • 2023
  • Zanthoxylum piperitum ("chopi" in Korean) has been used as traditional medicinal plants with high anti-inflammatory, antioxidant, and antifungal activities. The aims of the study were to identify marker compounds and to investigate metabolites variation of chopi according to different parts and harvest times. Every month from June to September, chopi were harvested with three different parts: leaves, leaf-twig mixtures, twigs. Using liquid chromatography-tandem mass spectrometry (LC-MS/MS), two main marker compounds (quercitrin and quercetin-3-O-glucoside) were characterized in 70% ethanol extracts of chopi. Quantification of the two marker compounds were subsequently conducted by high performance liquid chromatography (HPLC), representing that contents of these compounds were higher in leaves and leaf-twig mixtures rather than twigs. For the comprehensive analysis of metabolites associated with production of marker compounds, 35 primary metabolites were identified using gas chromatography-mass spectrometry (GC-MS). Multivariate analysis results represented that plant parts were main contributors to the separation of chopi. However, significant differences were not observed between leaves and leaf-twig mixtures samples. The partial least square (PLS) predictive model revealed that monosaccharides (fructose, galactose, glucose, mannose, xylose) and branched-chain amino acids (isoleucine, valine, leucine) were important determinants for the production of marker compounds together with alanine, inositol, GABA, and theronic acid. This study could be extended to stabilize and utilize chopi as an industrial material, as well as to find good candidates with various nutritional traits.

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Critical Adjuvant Influences on Preventive Anti-Metastasis Vaccine Using a Structural Epitope Derived from Membrane Type Protease PRSS14

  • Ki Yeon Kim;Eun Hye Cho;Minsang Yoon;Moon Gyo Kim
    • IMMUNE NETWORK
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    • 제20권4호
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    • pp.33.1-33.19
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    • 2020
  • We tested how adjuvants effect in a cancer vaccine model using an epitope derived from an autoactivation loop of membrane-type protease serine protease 14 (PRSS14; loop metavaccine) in mouse mammary tumor virus (MMTV)-polyoma middle tumor-antigen (PyMT) system and in 2 other orthotopic mouse systems. Earlier, we reported that loop metavaccine effectively prevented progression and metastasis regardless of adjuvant types and TH types of hosts in tail-vein injection systems. However, the loop metavaccine with Freund's complete adjuvant (CFA) reduced cancer progression and metastasis while that with alum, to our surprise, were adversely affected in 3 tumor bearing mouse models. The amounts of loop peptide specific antibodies inversely correlated with tumor burden and metastasis, meanwhile both TH1 and TH2 isotypes were present regardless of host type and adjuvant. Tumor infiltrating myeloid cells such as eosinophil, monocyte, and neutrophil were asymmetrically distributed among 2 adjuvant groups with loop metavaccine. Systemic expression profiling using the lymph nodes of the differentially immunized MMTV-PyMT mouse revealed that adjuvant types, as well as loop metavaccine can change the immune signatures. Specifically, loop metavaccine itself induces TH2 and TH17 responses but reduces TH1 and Treg responses regardless of adjuvant type, whereas CFA but not alum increased follicular TH response. Among the myeloid signatures, eosinophil was most distinct between CFA and alum. Survival analysis of breast cancer patients showed that eosinophil chemokines can be useful prognostic factors in PRSS14 positive patients. Based on these observations, we concluded that multiple immune parameters are to be considered when applying a vaccine strategy to cancer patients.

눈에 대한 미세먼지의 독성 평가를 위한 쥐 각막 상피 세포의 적용 (Application of Primary Rat Corneal Epithelial Cells to Evaluate Toxicity of Particulate Matter 2.5 to the Eyes)

  • 김다혜;황보현;이혜숙;정재훈;최영현
    • 생명과학회지
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    • 제32권9호
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    • pp.712-720
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    • 2022
  • 비록 PM2.5 노출과 다양한 안구 표면 질환과 관련성이 많은 선행 연구에서 알려졌지만, PM2.5 가 각막에 미치는 세포 독성에 대한 연구는 거의 수행되지 않았다. 본 연구의 목적은 PM에 의한 각막 상피세포의 유해성을 평가하기 위한 in vitro 모델로서 쥐의 각막유래 상피세포(primary rat corneal epithelial cells, RCE cells)의 효능을 조사하는 것이다. 이를 위하여 쥐의 눈에서 분리한 1차 배양 세포가 각막 상피세포임을 pan-cytokeratin 염색을 통하여 확인하였으며, PM2.처리에 의한 각막 상피세포의 형태학적 변화를 동반한 생존율의 억제는 세포사멸 유도와 관련이 있었다. 또한 PM2.가 처리된 각막 상피세포에서는 ROS의 생성이 증가되었으며, 이는 미토콘드리아 기능 장애와 연관성이 있었다. 이와 함께 PM2.는 각막 상피세포에서 NO, TNF-α, IL-1β 및 IL-6를 포함한 염증 매개인자 및 사이토카인의 생성을 증가시켰다. 아울러 heatmap 분석을 통해 BLNK, IL-1RA, Itga2b, ABCb1a 및 Ptgs2가 미세먼지 유도 안구 질환의 임상 치료를 위한 잠재적인 표적 유전자로서 제시하였다. 결론적으로 본 연구의 결과는 1차 쥐의 각막 상피세포가 PM2.에 의한 각막 상피세포 병리기전 연구에 유용한 모델일 수 있으며, 산화적 및 염증성 반응이 PM2.유발 안구 표면 장애 유도에 핵심적인 역할을 함을 알 수 있었다.