• 제목/요약/키워드: Behavior pattern

검색결과 2,053건 처리시간 0.033초

Applications of artificial intelligence and data mining techniques in soil modeling

  • Javadi, A.A.;Rezania, M.
    • Geomechanics and Engineering
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    • 제1권1호
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    • pp.53-74
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    • 2009
  • In recent years, several computer-aided pattern recognition and data mining techniques have been developed for modeling of soil behavior. The main idea behind a pattern recognition system is that it learns adaptively from experience and is able to provide predictions for new cases. Artificial neural networks are the most widely used pattern recognition methods that have been utilized to model soil behavior. Recently, the authors have pioneered the application of genetic programming (GP) and evolutionary polynomial regression (EPR) techniques for modeling of soils and a number of other geotechnical applications. The paper reviews applications of pattern recognition and data mining systems in geotechnical engineering with particular reference to constitutive modeling of soils. It covers applications of artificial neural network, genetic programming and evolutionary programming approaches for soil modeling. It is suggested that these systems could be developed as efficient tools for modeling of soils and analysis of geotechnical engineering problems, especially for cases where the behavior is too complex and conventional models are unable to effectively describe various aspects of the behavior. It is also recognized that these techniques are complementary to conventional soil models rather than a substitute to them.

서울시 거주 성인의 라이프스타일에 따른 건강신념 수준과 건강행동 실천 비교 (Comparison of Health Belief Levels and Health Behavior Practices according to Lifestyle among Adults Residing in Seoul)

  • 최나홍;안홍석;이승민
    • 대한지역사회영양학회지
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    • 제16권6호
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    • pp.683-696
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    • 2011
  • This study compared levels of health beliefs and health behavior practices according to lifestyle pattern among adults in Seoul. A self-administered survey questionnaire was collected from a total of 1,004 Seoul residents aged 30-59 years. The levels of perceived benefit, perceived barrier, and self-efficacy from health belief model and health behavior practices were measured across multiple health behavior areas including dietary behavior, drinking, smoking, exercise, functional food consumption, and weight control behavior. Factor analysis and subsequent cluster analysis based on 28 lifestyle questions divided the subjects into four lifestyles of society-, economy-, trend-, and health-oriented lifestyle. Some general characteristics were significantly different by lifestyles. The society-oriented lifestyle was significantly higher in proportions of men and overweight. The trend-oriented lifestyle was significantly younger and spent more monthly allowance. Health-oriented lifestyle was older. The levels of health belief variables and health behavior practices significantly differed by lifestyles. Overall the health-oriented lifestyle showed more desirable levels of health belief variables and health behavior practice in various health behavior areas compared to the other lifestyles, whereas the society-oriented lifestyle was found the other way. Health belief model variables including perceived benefit, perceived barrier, and self-efficacy were generally significant in predicting the levels of various health behavior practice, with somewhat differences by lifestyle pattern and health behavior type. The study findings suggest it may be useful to segment target subjects according to lifestyle pattern in planning and administering health education programs.

온라인 커뮤니티 사용자의 행동 패턴을 고려한 동일 사용자의 닉네임 식별 기법 (A Method for Identifying Nicknames of a User based on User Behavior Patterns in an Online Community)

  • 박상현;박석
    • 정보과학회 논문지
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    • 제45권2호
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    • pp.165-174
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    • 2018
  • 온라인 커뮤니티란 SNS와 달리 사용자들이 닉네임을 통해 익명으로 관심사와 취미를 공유하는 가상 그룹 서비스이다. 그런데 이런 익명성을 악의적으로 활용하는 사용자들이 존재하고, 닉네임의 변경으로 인해 동일 사용자의 데이터가 서로 다른 닉네임에 존재하는 데이터 파편화 문제가 발생할 수 있다. 또한 온라인 커뮤니티에서는 닉네임을 변경하는 일이 빈번하므로 동일 사용자를 식별하는데 어려움을 겪는다. 따라서 본 논문에서는 이러한 문제를 해결하기 위해 온라인 커뮤니티 특성을 고려한 사용자의 행동 패턴 특징 벡터를 제시하며, 관계 패턴이라는 새로운 암시적 행동 패턴을 제안함과 동시에 랜덤 포레스트 분류기를 이용한 동일 사용자의 닉네임을 식별하는 기법을 제안한다. 또한 실제 온라인 커뮤니티 데이터를 수집해 제안한 행동패턴과 분류기를 이용해 동일 사용자를 유의미한 수준으로 식별할 수 있음을 실험적으로 보인다.

대학생의 의생활 및 의복소비 태도의 변화에 관한 연구 - 충남지역을 중심으로 - (A Study on the Transition of Clothing Behavior & Clothing Consumption Pattern of College Students - In Choong Nam Province -)

  • 김희숙;최종명
    • 한국생활과학회지
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    • 제10권3호
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    • pp.275-290
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    • 2001
  • The purpose of this study was to investigate the transition of clothing behavior and clothing consumption pattern of college students in Choong Nam province. 75 subjects were surveyed in 1995 and 2000. For statistical analysis, $X^2$-test were used by SPSSWIN program. The results of this study were as follows. 1. Number of clothing showed significant difference according to year and the number of coat and formal wear increased in 2000 compared with 1995. 2. Clothing consumption pattern showed significant difference according to year. College students purchased on sale more frequently and preferred more expensive clothes in the year 2000 compared with 1995. 3. Contentment for clothing behavior showed significant difference according to year and the extent of contentment decreased as years go by. 4. Number of clothing showed significant difference according to sex and female students had more clothes than male students, but the difference between male and female decreased as years go by from 1995 to 2000. 5. Clothing consumption pattern showed significant difference according to sex and female students purchased ell sale more frequently than male students, but the difference between male and female decreased as years go by. 6. Contentment for clothing behavior showed significant difference according to sex, but female students described to not adequate the quantity of feminine style wear and the interest in fashion of male students was increased as years go by.

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스마트 홈에서 마이닝을 이용한 행동 순차 패턴 발견 (Discovery of Behavior Sequence Pattern using Mining in Smart Home)

  • 정경용;김종훈;강운구;임기욱;이정현
    • 한국콘텐츠학회논문지
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    • 제8권9호
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    • pp.19-26
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    • 2008
  • 유비쿼터스 컴퓨팅의 발전에 따라 일대일 개인화 서비스를 위한 인프라스트럭처가 구축되면서, 사용자의 상황과 환경, 즉 상황인식 기반 서비스의 중요성이 부각되고 있다. 스마트 홈은 현실공간과 가상공간을 연결하여 가상공간에서 현실의 상황을 정보화하고 이를 활용하여 사용자 중심의 지능화된 서비스를 제공하는 기술이다. 본 논문에서는 스마트 홈에서 마이닝을 이용한 행동 순차 패턴 발견을 제안하였다. 마이닝을 이용하여 위치 트랜잭션에서 발생하는 위치간의 연관 규칙에 시간의 변이를 추가하여 행동 순차 패턴을 발견하였다. 인식된 시간 순서에 따라 사용자가 이동한 경로의 파악 및 행동 방향을 예측하고 그에 따른 서비스가 가능하다. 마이닝을 이용한 행동 순차 패턴의 성능 평가를 하기 위해 대응표본 t검정을 실시하여 유용성을 검증하였다. 평가 결과, 서비스에 대한 만족도의 차이가 통계적으로 의미가 있음을 증명하였고 높은 만족도를 보임을 확인하였다. 따라서 본 연구 결과를 활용하면 시장성 증대와 고부가 가치를 창출할 수 있을 것으로 기대하며 다양한 응용 분야에 활용이 가능하다.

복합상업시설에서의 방문객의 경로선택과 통행량에 관한 연구 - 공간구문론과 현장조사 비교연구 - (A Study on Visitors' Circulation Pattern and Amount of Traffic in the Multi-Purpose Commercial Complex)

  • 송세영;송병하
    • 한국실내디자인학회논문집
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    • 제14권5호
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    • pp.236-244
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    • 2005
  • This study investigates the effects of the spatial elements of the mulit-purpose commercial complex on visitors' circulation pattern and wayfinding by employing method of space syntax, observation, and interview survey. Two commercial complexes were investigated; Techno-mart represented a vertical type and COEX mall rendered a horizontal one. Analysis of the spatial elements using space-syntax method provided a base line for comparing analyses by the two other methods. Analysis of the interview additionally survey identified the factors affecting wayfinding behavior and contributing satisfaction. The findings suggest that level of the effects of the spatial configuration on visitors' circulation pattern is greater in Techno-mart(vertically oriented) than COEX(horizontally). In COEX, for instance, specific route that connects sub-way station and cinema complex carries far more traffic than main route, even though the main route indicates higher degree of integration of spatial configuration. Similar with observation, the degree of integration is corresponding with the satisfaction and easiness of wayfinding behavior In COEX, specific place and feature seem to have more effects on visitors' wayfinding behavior and circulation pattern than the level of integration of spatial configuration.

Mechanical behavior of composite gel periodic structures with the pattern transformation

  • Hu, Jianying;He, Yuhao;Lei, Jincheng;Liu, Zishun;Swaddiwudhipong, Somsak
    • Structural Engineering and Mechanics
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    • 제50권5호
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    • pp.605-616
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    • 2014
  • When the periodic cellular structure is loaded or swelling beyond the critical value, the structure may undergo a pattern transformation owing to the local elastic instabilities, thus leading to structural collapse and the structure changing to a new configuration. Based on this deformation-triggered pattern, we have proposed the novel composite gel materials. This designed material is a type of architectural material possessing special mechanical properties. In this study, the mechanical behavior of the composite gel periodic structure with various gel inclusions is studied further through numerical simulations. When pattern transformation occurs, it results in a different elastic relationship compared with the material at untransformed state. Based on the obtained nominal stress versus nominal strain behavior, the Poisson's ratio and corresponding deformed structure patterns, we investigate the performance of designed composite materials and the effects of the uniformly distributed gel inclusions on composite materials. A better understanding of the characteristics of these composite gel materials is a key to develop its potential applications on new soft machines.

여자체조선수의 섭식패턴, 채중조절방법 및 영양섭취상태(제1보) (Eating Pattern, Weight Control Behavior and Nutritional Status in High Level Female Gymnasts)

  • 조성숙
    • Journal of Nutrition and Health
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    • 제32권1호
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    • pp.40-49
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    • 1999
  • This study was conducted with 20 female gymnasts and 23 age-matched controls to examine pattern, weight control behavior and nutritional status. Most gymnasts(95.0%) reported that they used weight-control methods, while relatively few age-matched controls employed these methods. These methods included sauna(95.0%), food restriction(90.0%), excess exercise (70.0%), laxative abuse(10%) and use of diet pills(10%). Gymnasts had significantly (p<0.05) lower scores for statements related to 'sneaking food', 'vomiting after overeating', showing more negative eating behavior than age-matched controls. Energy intake of gymnasts was 968.9$\pm$421.4kcal while energy expenditure was 2,091$\pm$361kcal, showing negative evergy balance(-1,1225$\pm$534.6kcal). Female gymnasts consumed less than 70% of the RDA for protein, calcium, iron, vitamin A, thiamin, riboflavin and niacin, which reflects their low energy intake. The average intakes of calcium, iron, vitamin A, thiamin, riboflavin and niacin did not meet the recommended dietary allowances for their age groups. Adolescent athletes who train vigorously and consume a low-energy diet may be exposed to an increase in potential health risks. Therefore, individuals who advise athletic adolescents regarding training and dietary habits need to emphasize the importance of consuming an appropriate energy intake to support performance as well as growth and development. The sports nutritionist is in a position to convey such information to coaches, physicians, parents and to the athletes themselves.

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셀프리더십과 혁신행동과의 관계에서 상사신뢰의 매개효과에 관한 연구 (A Study on Mediating Effect of Trust in Supervisor on the Relationship between Self-Leadership and Innovative Behavior)

  • 손은일;송정수;양필석
    • 대한안전경영과학회지
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    • 제10권4호
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    • pp.275-286
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    • 2008
  • The purpose of this study verifies: the relationship between self-leadership (behavioral-focused strategies, natural reward strategies, constructive thought pattern strategies) and innovative behavior, and mediator effect of trust in supervisor. In order to verify the relationship and mediator effect, data obtained from 140 employees working in business office in Ulsan Metropolitan City were analyzed by using SPSS 12.0. The findings are as follows: First, the relationship between self-leadership(behavioral- focused strategies, natural reward strategies, constructive thought pattern strategies) and trust in supervisor is positively related Second, There was also a positive correlation between the trust in supervisor and innovative behavior. Finally, trust in supervisor played as a partial mediator on the relationship between self-leadership(behavioral- focused strategies, natural reward strategies, constructive thought pattern strategies) and innovative behavior. Based on these findings, the implications and the limitations of the study were presented including some directions for future studies.

Utilization of Log Data Reflecting User Information-Seeking Behavior in the Digital Library

  • Lee, Seonhee;Lee, Jee Yeon
    • Journal of Information Science Theory and Practice
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    • 제10권1호
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    • pp.73-88
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    • 2022
  • This exploratory study aims to understand the potential of log data analysis and expand its utilization in user research methods. Transaction log data are records of electronic interactions that have occurred between users and web services, reflecting information-seeking behavior in the context of digital libraries where users interact with the service system during the search for information. Two ways were used to analyze South Korea's National Digital Science Library (NDSL) log data for three days, including 150,000 data: a log pattern analysis, and log context analysis using statistics. First, a pattern-based analysis examined the general paths of usage by logged and unlogged users. The correlation between paths was analyzed through a χ2 analysis. The subsequent log context analysis assessed 30 identified users' data using basic statistics and visualized the individual user information-seeking behavior while accessing NDSL. The visualization shows included 30 diverse paths for 30 cases. Log analysis provided insight into general and individual user information-seeking behavior. The results of log analysis can enhance the understanding of user actions. Therefore, it can be utilized as the basic data to improve the design of services and systems in the digital library to meet users' needs.