• Title/Summary/Keyword: Pearsons's Correlation Coefficient

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Identification of Unknown Cryptographic Communication Protocol and Packet Analysis Using Machine Learning (머신러닝을 활용한 알려지지 않은 암호통신 프로토콜 식별 및 패킷 분류)

  • Koo, Dongyoung
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.32 no.2
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    • pp.193-200
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    • 2022
  • Unknown cryptographic communication protocols may have advantage of guaranteeing personal and data privacy, but when used for malicious purposes, it is almost impossible to identify and respond to using existing network security equipment. In particular, there is a limit to manually analyzing a huge amount of traffic in real time. Therefore, in this paper, we attempt to identify packets of unknown cryptographic communication protocols and separate fields comprising a packet by using machine learning techniques. Using sequential patterns analysis, hierarchical clustering, and Pearson's correlation coefficient, we found that the structure of packets can be automatically analyzed even for an unknown cryptographic communication protocol.

Effects of Safety Awareness and Self-Efficacy on Safety Practice with Elementary School Studentsts: Focusing on the Changwon City (안전의식, 자기효능감이 초등학생들의 안전실천에 미치는 영향: 경남 창원시를 중심으로)

  • PARK, Sin-Young;EO, Yong-Sook
    • Journal of Fisheries and Marine Sciences Education
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    • v.28 no.2
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    • pp.515-524
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    • 2016
  • The purpose of this study was to identify how safety awareness and self-efficacy affect the safety practice with elementary school students. The participants were 369 elementary school students(4~6th grade) in Changwon city. Data were collected using self-report questionnaires and analyzed with the SPSSWIN 22.0 program. Analysis methods were t-test, one way ANOVA, Scheffe test, Pearsons correlation coefficient and multiple linear regression. As a results, safety awareness was an average 2.97 point which was moderate levels and self-efficacy was on over intermediate level of an average 3.73 point. Safety practice was an 3.00 point. Safety practice had statistically significant difference according to grade, number of family, mother's education, character and school life attitude. Safety awareness(r=.41, p<.001) and self-efficacy(r=.39, p<.001) was significant correlation with safety practice. Fire safety(${\beta}=.22$, t=3.56) and self-efficacy(${\beta}=.27$, t=5.32) were significantly influenced safety practice and explaining 24.0% of the variance. From the results of this study, I proposed the education programs to increase safety practice in elementary school students that emphasizes self-efficacy and safety awareness.

Association of PAH-DNA adducts and Urinary PAH metabolites influenced by polymorphisms of xenobiotic metabolism enzymes in industrial wase incinerating workers (산업폐기물 소각장 근로자에서 요중 PAHs 대사산물과 혈중 aromatic-DNA adducts)

  • ;Masayoshi Ichiba
    • Environmental Mutagens and Carcinogens
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    • v.22 no.4
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    • pp.303-311
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    • 2002
  • This study evaluated the concentrations of urinary metabolites of polycyclic aromatic hydrocarbons (PAHs) in industrial waste incineration workers. The effect of genetic polymorphisms of xenobiotic metabolism enzymes on urinary concentration of PAH metabolites was assessed. And, aromatic DNA adduct levels were also determined in total white blood cells. Fifty employees were recruited from a company handling industrial wastes located in Ansan, Korea: non-exposed group (n=21), exposed group (n=29). Sixteen ambient PAHs were determined by GC/MSD (NIOSH method) from personal breathing zone samples of nine subjects near incinerators. Urinary 1-hydroxypyrene glucuronide (1-OHPG), a major pyrene metabolite, was assayed by synchronous fluorescence spectroscopy after immunoaffinity purification using monoclonal antibody 8E11 (SFS/IAC). Multiplex PCR was used for genotyping for GSTMI/TI and PCR-RFLP for genotyping of CYP1A1 (MspI and Ile/Val). PAH-DNA adducts in peripheral blood WBC were measured by the nuclease P1-enhanced postlabeling assay. Smoking habit, demographic and occupational information were collected by self-administered questionnaire. The range of total ambient PAH levels were 0.00-7.00 mg/㎥ (mean 3.31). Urinary 1-OHPG levels were significantly higher in workers handling industrial wastes than in those with presumed lower exposure to PAHs (p=0.006, by Kruskal-Wallis test). There was a statistically significant dose-response increase in 1-OHPG levels with the number of cigarettes consumed per day (Pearson correlation coefficient=0.686, p<0.001). Urinary 1-OHPG levels in occupationally exposed smoking workers were highest compared with non-occupationally exposed smokers (p=0.053, by Kruskal-Wallis test). Smoking and GSTMI genotype were significant predictors for log-transformed 1-OHPG by multiple regression analysis (overall model R²=0.565, p<0.001), whereas smoking was the only significant predictor for log-transformed aromatic DNA adducts (overall model R²=0.249, p=0.201). Aromatic DNA adducts was also a significantly correlation between log transferred urinary 1-OHPG levels (pearson's correlation coefficient=0.307, p=0.04). However, the partial correlation coefficient adjusting for Age, Sex, and cigarette consumption was not significant (r=0.154, p=0.169). The significant association exists only in individuals with the GSTMI null genotype (pearsons correlation coefficient=0.516, p=0.010; partial correlation coefficient adjusting for age, sex, and cigarette consumption, r=0.363, p=0.038). Our results suggest that the significant increase in urinary 1-OHPG in the exposed workers is due to higher prevalence of smokers among them, and that the association between urinary PAH metabolites and aromatic DNA adducts in workers of industrial waste handling may be modulated by GSTMI genotype. There results remain to be confirmed in future larger studies.

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Safety Awareness and Safety Practice Behavior of College Students (대학생의 안전의식과 안전실천행위에 관한 연구)

  • Kim, Sang Youp
    • Journal of Digital Convergence
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    • v.13 no.2
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    • pp.279-289
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    • 2015
  • The main purpose of this study is to examine the relationship between the safety awareness and safety practice behavior of the college students. We carried out a questionnaire survey that was targeted at 294 college students from November 1st to November 20th, 2014. Data collected were analyzed with SPSS 18.0 statistical program. Analysis methods were t-test, one way ANOVA, Scheffe test, Pearsons correlation coefficient, and Stepwise multiple regression analysis. The findings are as follows. Safety awareness point was an average of 177.5 points which was higher levels. Area showing the highest safety awareness was safety from fire. Safety practice behavior was an intermediate level of an average 63.3 points. Also, there was a positive correlation between safety awareness and safety practice behavior(r=.595. P<.01). The results of this study implies that we need the safety training program for the safety awareness of college students.

Expression of High Mobility Group Box - B1 (HMGB-1) and Matrix Metalloproteinase-9 (MMP-9) in Non-small Cell Lung Cancer (NSCLC)

  • Wang, Jing-Luan;Wu, Da-Wei;Cheng, Zhao-Zhong;Han, Wei-Zhong;Xu, Sheng-Wei;Sun, Ni-Na
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.12
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    • pp.4865-4869
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    • 2014
  • Objective: This study evaluated the expression level of high mobility group box-B1 (HMGB-1) and matrix metalloproteinase-9 (MMP-9) in non-small cell lung cancer (NSCLC) inmorder to reveal any relation with development and prognosis. Methods: NSCLC and normal tissues were selected from 30 patients at age of 30-73, and used for RT-PCR and Western blot analyses of HMGB-1. A total of 100 paraffin embedded NSCLC tissues were also isolated from patients through surgical resection, and used for detection of HMGB-1 by immunohistochemistry. In addition, 50 samples were also applied for MMP-9 detection, and 30 normal tissues were considered as controls. Correlation analysis of HMGB-1 and MMP-9 was carried out by Pearsons correlation coefficient. Results: The average expression level of HMGB-1 in NSCLC patients was significantly higher than in normal lung tissues. In addition, patients in III-IV period exhibit significantly higher positive rate of HMGB-1 when compared with I-II period cases. Furthermore, a positive correlation with HMGB-1 was found in the expression of MPP-9. Conclusion: HMGB-1 was highly expressed in NSCLC, which may become a prognostic and predictive marker for NSCLC. Besides, MPP-9 was positively correlated with HMGB-1.

The effects of self-efficacy and job stress coping on the resilience in clinical nurses (임상간호사의 자기 효능감 및 직무스트레스 대처가 극복력에 미치는 영향)

  • Kang, Kyoung-Ah;Park, Sung-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.6
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    • pp.549-558
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    • 2018
  • This study was conducted to verify the effects of self-efficacy and job stress coping on the resilience. The subjects were 240 hospital nurses in Jeonbuk and 231 questionnaires were used in the analysis after exclusion of nine due to insufficient data. Data were collected from May to June, 2017 and analyzed with the SPSS 23.0 program. Specifically, differences in resilience based on the characteristics of the participants were analyzed by t-test and ANOVA with Duncan's post hoc test, while correlations between variables were analyzed by Pearson's Correlation Coefficient. Additionally, the effects of self-efficacy and job stress coping were evaluated by multiple regression. Self-efficacy and job stress coping were found to be positively correlated with resilience. In addition, self-efficacy and job stress coping were identified as factors influencing the resilience of clinical nurses, and self-efficacy had a greater effect on resilience. To improve the resilience of clinical nurses, it is necessary to develop resilience improvement programs.

Meta-Analytic Approach to the Effects of Food Processing Treatment on Pesticide Residues in Agricultural Products (식품가공처리가 농산물 잔류농약에 미치는 영향에 대한 메타분석)

  • Kim, Nam Hoon;Park, Kyung Ai;Jung, So Young;Jo, Sung Ae;Kim, Yun Hee;Park, Hae Won;Lee, Jeong Mi;Lee, Sang Mi;Yu, In Sil;Jung, Kweon
    • The Korean Journal of Pesticide Science
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    • v.20 no.1
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    • pp.14-22
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    • 2016
  • A trial of combining and quantifying the effects of food processing on various pesticides was carried out using a meta-analysis. In this study, weighted mean response ratios and confidence intervals about the reduction of pesticide residue levels in fruits and vegetables treated with various food processing techniques were calculated using a statistical tool of meta-analysis. The weighted mean response ratios for tap water washing, peeling, blanching (boiling) and oven drying were 0.52, 0.14, 0.34 and 0.46, respectively. Among the food processing methods, peeling showed the greatest effect on the reduction of pesticide residues. Pearsons's correlation coefficient (r=0.624) between weighted mean response ratios and octanolwater partition coefficients ($logP_{ow}$) for twelve pesticides processed with tap water washing was confirmed as having a positive correlation in the range of significance level of 0.05 (p=0.03). This means that a pesticide having the higher value of $logP_{ow}$ was observed as showing a higher weighted mean response ratio. These results could be used effectively as a reference data for processing factor in risk assessment and as an information for consumers on how to reduce pesticide residues in agricultural products.