• Title/Summary/Keyword: 이상행동

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Application of Discrete Wavelet Transforms to Identify Unknown Attacks in Anomaly Detection Analysis (이상 탐지 분석에서 알려지지 않는 공격을 식별하기 위한 이산 웨이블릿 변환 적용 연구)

  • Kim, Dong-Wook;Shin, Gun-Yoon;Yun, Ji-Young;Kim, Sang-Soo;Han, Myung-Mook
    • Journal of Internet Computing and Services
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    • v.22 no.3
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    • pp.45-52
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    • 2021
  • Although many studies have been conducted to identify unknown attacks in cyber security intrusion detection systems, studies based on outliers are attracting attention. Accordingly, we identify outliers by defining categories for unknown attacks. The unknown attacks were investigated in two categories: first, there are factors that generate variant attacks, and second, studies that classify them into new types. We have conducted outlier studies that can identify similar data, such as variants, in the category of studies that generate variant attacks. The big problem of identifying anomalies in the intrusion detection system is that normal and aggressive behavior share the same space. For this, we applied a technique that can be divided into clear types for normal and attack by discrete wavelet transformation and detected anomalies. As a result, we confirmed that the outliers can be identified through One-Class SVM in the data reconstructed by discrete wavelet transform.

Anomaly Detection by Human Pose Estimation On Surveillance Videos in Bridge (교량 CCTV 화면에서의 자세 추정 기반 이상 행동 탐지)

  • Su-Bin Oh;Min-Jeong Kang;Sang-Min Lee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.691-694
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    • 2023
  • 본 논문은 CCTV 화면에서의 다양한 이상상황 중 교량 데이터에 특화된 자세 추정 기반 이상탐지 알고리즘을 소개한다. 교량은 크게 도로, 인도 이렇게 두 구역으로 나눠지며, 사람들의 이동방향이 한정적이라는 특징을 가지는 장소 중 하나이다. 이러한 장소적 특징을 이용하고자 사람 자세 추정을 통해 이상의 기준을 잡고 교량 데이터에 특화된 이상탐지 알고리즘을 제안한다. CCTV 영상은 이상을 정하기 어렵고 이상에 대한 레이블이 없는 데이터가 대부분이며 이상에 대한 레이블 생성시 많은 비용 발생이 필수적이다. 본 연구에서는 이러한 한계점을 극복하고자 영상 데이터를 이미지 단위가 아닌 영상 단위로 레이블이 담긴 weakly label 을 가지는 데이터를 활용한 이상탐지 모델을 이용하였다. 특히, 교량에서의 이상상황의 특징인 사람 자세 추정으로 추출한 특질을 추가하여 기존 알고리즘의 이상탐지 예측 성능을 개선하였다.

Behavioral Characteristics on Season and Group Size of Hanwoo Steer (한우 거세우의 계절 및 군 두수별 행동 특성)

  • Ha, J.J.;Rhee, Y.J.;Cho, J.H.;Jang, W.J.;Kim, Y.W.;Li, Shao-Gang;Song, Y.H.
    • Journal of Animal Environmental Science
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    • v.14 no.1
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    • pp.9-14
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    • 2008
  • This study was carried out to determine the behavioral characteristics on season and group size of Hanwoo steer. Forty eight Hanwoo steers were video-recorded at 15, 17 and 19 months of age for behavioral measurement. Space allowance was kept consistence with either group. The results showed that eating behavior of Hanwoo steers was strongly influenced (p<0.05) during seasonal transition, being the lowest in summer and the highest in autumn. With seasonal transition, standing time would linearly increase (p<0.05). In summer, steers spent more (p<0.05) time tying down but relatively less (p<0.05) time walking and fighting, meanwhile they much less (p<0.05) scratching and rubbing. In autumn, steers showed more grooming behavior (p<0.05) contrasted to the other seasons. Steers spent more (p<0.05) walking time when raised in large group and increased (p<0.05) grooming frequency when raised in small group.

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Studies on the Behavioral response in Silkworm larvae, Bombyx mori. Genetic Analysis and Correlated Response to Economic Characters of Walking Distance (가잠유충의 행동반응성에 관한 연구)

  • Park, Yeon-Gyu;Lee, Sang-Pung;Lee, Ho-Ju
    • Journal of Sericultural and Entomological Science
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    • v.30 no.1
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    • pp.8-19
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    • 1988
  • The objective of the present study was to investigate the behavioral responses of sillkworm (Bombyx mori) larvae to: the dominant effect of walking distace: and the relationships between walking distance and the various economic characters on yellow sheets. The means of walking distances of progeny from F2 and F1 F1 and F2 generations, which was a hybrid between the long and the short walking distances, were shorter than those of parents. This may indicate that the genes for the short walking distances were partially dominant over those for the longwalking. Estimated broad sense heritability of larval walking distance was different for each larval instar, which fell into the range of 52∼84%. Genetic correlation was apparent between walking distances of all larval stages and some economic characters. The number of cocoons per liter and the period from incubation to emergence have shown the positive genetic correlation with walking distances. The cocoon yield, the sing cocoon weight, and the cocoon shell weight have shown to be in the negative correlation with walking distances. No correlation was observed between walking distances of the mature larvae and any economic characters. The analysis by the path coefficient showed negative direct effect of walking distances on the cocoon yield, and positive indirect effect on the single cocoon weight and the cocoon shell weight.

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The Influence of Maternal Overprotective Parenting on the Externalizing Behaviors of Child with Disability : Testing the Moderated Mediation Effect of Child's Effortful Control through Defense Style of Mother and Child (장애아동의 외현화 행동에 어머니의 과보호 양육행동이 미치는 영향 : 어머니 및 아동의 방어유형에 의한 아동의 의도적 통제의 조절된 매개효과 검증)

  • Lee, Dong-Young
    • The Journal of the Korea Contents Association
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    • v.21 no.10
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    • pp.550-563
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    • 2021
  • This study recognizes that the externalizing problem behaviors of child with disabilities are the result of the social interaction between mother and child, and empirically verifies its systematic causal structure and multidimensional influence relationship. It was attempted to derive practical implications that can help the smooth normalization process of children's families. Therefore, 135 children with disabilities and their mothers selected by convenience sampling were targeted, and in the relationship between maternal overprotective parenting and externalizing behaviors of child, effortful control was used as a mediating variable, and defense style of mothers and children was used as a moderating variable. A Conditional Process Analysis(CPA) that can verify the moderated mediation Effect was performed by establishing a research model. As a result of the analysis, first, the overprotective parenting behavior of mother was statistically significant in both direct and indirect effects in increasing externalizing behaviors of child, and the mediation effect by effortful control was also statistically significant. Second, it was confirmed that the moderated mediation effect of effortful control by the mother's defense style was statistically significant, and the moderated mediation effect of effortful control by the child's defense style was not statistically significant. Based on the above results, assuming the importance of the influence of maternal parenting, a direct strategy for change in maternal overprotective parenting, child's Practical implications of parallel strategies with the tendency toward effective control and suboptimal strategies through the application of mothers' coping strategies were discussed.

Living Arrangement and Health Behavior Profiles Among Midlife and Older Adults (중노년기 거주형태에 따른 건강행동프로파일 유형화)

  • Kim, Bon;Oh, Seung-Eun;Min, Joohong
    • 한국노년학
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    • v.40 no.4
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    • pp.691-706
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    • 2020
  • This study aims to explore health behavior profiles and the association between the derived profiles and living arrangement among middle-aged and older adults. Using data from wave 6 (2016) of the Korean Longitudinal Study of Aging, latent profile analyses were applied to identify patterns of health behaviors and multinomial logistic regression models were conducted to predict profile membership using living arrangement (i.e., living alone, living with spouse only, living with family members) and sociodemographic characteristics. A sample of 7,048 respondents aged 55 and older were included in the study. Results revealed that Korean middle-aged and older adults can be grouped into four health behavior profiles: "High health-compromising" (4%), "Moderate health-compromising" (28%), "Low health-compromising" (65%), and "High physical activity" (3%). Also, living arrangement showed significant profile differences. Compared to the respondents living alone, those living with spouse only were more likely to belong to low and moderate levels of health-compromising behavior profiles than the "High physicial activity profile". Respondents living with family members were more likely to belong to the "High health-compromising profile" than the "High physical activity profile" compared to those living with spouse only. These findings indicate that living arrangement needs to be taken into consideration when developing health promoting programs and supports. Moreover, policy interventions suiting the needs of various sociodemographic subgroups are recommended.

Duality in Value Structure and Behavioral Judgment System: Comparisons Between Undergraduates, Adults and North Korean Defectors (한국인의 가치구조와 행동판단에서의 이중성: 대학생, 성인 및 탈북자를 중심으로)

  • Taeyun Jung;Kwan-Jae Song
    • Korean Journal of Culture and Social Issue
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    • v.12 no.3
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    • pp.49-68
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    • 2006
  • The present study was attempted to compare duality in value structure and judgment system between youth, adults and North Korean defectors. A questionnaire was administered to 150 college students(Men: 89, Women: 61), 155 adults(Men: 80, Women: 75) and 80 North Korean defectors(Men: 39, Women: 41). Participants rated their values, behavior and South Korean behavior (or North Korean behavior for North Korean defectors) as a whole both on the 7 dimensions relevant to characteristics indigenous to Korean society and on their opposite 7 dimensions characteristic of Western culture. Results indicated that defectors marked the highest score on the traditional value dimensions, and yet youth ranked the first for the western value systems. Also, duality in value systems was the most severe for the defectors. In relation to dual judgement system in behavior, both young and old generation judged Korean behavior more negatively than their own. This was also the case for the North Korean defectors. Those findings were discussed in terms of cultural changes in Korean society.