• 제목/요약/키워드: behavior data

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Defection Detection Analysis Based on Time-Dependent Data

  • Song, Hee-Seok;Kim, Jae-Kyeong;Chae, Kyung-Hee
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2002년도 추계정기학술대회
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    • pp.445-453
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    • 2002
  • Past and current customer behavior is the best predicator of future customer behavior. This paper introduces a procedure on personalized defection detection and prevention for an online game site. The basic idea for our defection detection and prevention is adopted from the observation that potential defectors have a tendency to take a couple of months or weeks to gradually change their behavior (i.e. trim-out their usage volume) before their eventual withdrawal. For this purpose, we suggest a SOM (Self-Organizing Map) based procedure to determine the possible states of customer behavior from past behavior data. Based on this representation of the state of behavior, potential defectors are detected by comparing their monitored trajectories of behavior states with frequent and confident trajectories of past defectors. The key feature of this study includes a defection prevention procedure which recommends the desirable behavior state for the ext period so as to lower the likelihood of defection. The defection prevention procedure can be used to design a marketing campaign on an individual basis because it provides desirable behavior patterns for the next period. The experiments demonstrate that our approach is effective for defection prevention and efficient for defection detection because it predicts potential defectors without deterioration of prediction accuracy compared to that of the MLP (Multi-Layer Perceptron) neural network.

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남성노인의 일상생활 수행능력과 자기효능감 및 양생행위 (A Study on Daily Living Abilities, Self-efficacy and Yangsaeng Behavior in Elderly Men (Yangsaeng; 養生 traditional oriental health promotion))

  • 곽오계;권윤희
    • 지역사회간호학회지
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    • 제24권1호
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    • pp.11-19
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    • 2013
  • Purpose: This study was carried out to investigate relations among daily livingabilities, self-efficacy, and Yangsaegn behavior, and influencing factors on Yangsaeng behavior among elderly men. Methods: Data were collected from 497 male elders in the D metropolitan city. Research tools included ADL, IADL, and the scale for self-efficacy and Yangsaeng behavior. The data were analyzed using frequency analysis, average and standard deviation, t-test, One-way ANOVA, Pearson's correlation coefficients, and multiple regression analysis with the SPSS/WIN 19.0 program. Results: The subjects' ADL score was 2.86, their IADL score of subjects 2.66 out of 3, and their self-efficacy score was 2.68 out of 4, and their Yangsaeng behavior score 3.46 out of 5. There were significant differences in Yangsaeng behavior among the subjects due to age, education level, monthly income, marital status, family structure, religion, health status, andperiodic health examination. There were significant positive correlations among ADL, IADL, self-efficacy, and Yangsaeng behavior. According to the research, influencing factors on Yangseng behavior in elderly men included self-efficacy, health status, ADL, education level, IADL, and family structure. Conclusion: Findings from this study can be used as basic data to develop Yangsaeng behavior programs for elderly men.

The Influence of Lifestyle, Financial Literacy, and Social Demographics on Consumptive Behavior

  • ZAHRA, Dhea Raudyatuz;ANORAGA, Pandji
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.1033-1041
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    • 2021
  • Consumptive behavior is the behavior of consuming goods that are actually less or not needed (especially in relation to the response to the consumption of secondary goods, namely, goods that are not really needed). This study aims to determine the influence of factors such as lifestyle, financial literacy, and social demographics on the consumptive behavior. The population in this research is students of STIE Bank BPD Jawa Tengah who had taken entrepreneurship I and II courses, with a total of 230 students, while the sample is determined by using accidental sampling technique and using Slovin formula, which obtained 70 samples. Quantitative data are used, and data collection method in this study is questionnaire. The analytical tool in this study is the multiple regression analysis. Data is processed by using the SPSS program 21. The results showed that there were positive influence of lifestyle variable on student consumptive behavior; positive influence of financial literacy variable on student consumptive behavior; and positive influence of social demographics on student consumptive behavior. The most dominant variable influencing consumptive behavior is variable X3 (social demographics) with a regression coefficient value of 0.510, followed by variable X1 (lifestyle) and variable X2 (financial literacy).

클릭스트림 데이터를 활용한 전자상거래에서 상품추천이 고객 행동에 미치는 영향 분석 (Effects of Product Recommendations on Customer Behavior in e-Commerce : An Empirical Analysis of Online Bookstore Clickstream Data)

  • 이홍주
    • 한국경영과학회지
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    • 제33권3호
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    • pp.59-76
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    • 2008
  • Studies of recommender systems have focused on improving their performance in terms of error rates between the actual and predicted preference values. Also, many studies have been conducted to investigate the relationships between customer information processing and the characteristics of recommender systems via surveys and web-based experiments. However, the actual impact of recommendation on product pages for customer browsing behavior and decision-making in the commercial environment has not, to the best of our knowledge, been investigated with actual clickstream data. The principal objective of this research is to assess the effects of product recommendation on customer behavior in e-Commerce, using actual clickstream data. For this purpose, we utilized an online bookstore's clickstream data prior to and after the web site renovation of the store. We compared the recommendation effects on customer behavior with the data. From these comparisons, we determined that the relevant recommendations in product pages have positive relationships with the acquisition of customer attention and elaboration. Additionally, the placing of recommended items in shopping cart is positively related to suggesting the relevant recommendations. However, the frequencies at which the recommended items were purchased did not differ prior to and after the renovation of the site.

한국인 영아초기 수유시 모아상호작용 행동형태에 관한 현상학적 연구 (A Phenomenological Study on Mother-Infant Interacting Behavior Patterns Related to Newborn Infant Feeding in Korea)

  • 한경자
    • 대한간호학회지
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    • 제21권1호
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    • pp.89-116
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    • 1991
  • The purpose of this study was to describe mother -infant interacting behavior patterns related to newborn infant feeding and to explore the mother's cultural belief about their infant. The data collection was conducted by observation and interview. Twenty-five mothers and their newborn infants who were normally delivered and were also planned to breast feed were comprised as the subjects of this study. All subjects were interviewed and observed individuaily at 1 to 5 days after the delivery at the hospital, mid -wife's clinic, Maternal Child Health Center and their home throughout the country from remote area to big city, The observation data were recorded with symbolic letter on a recording sheet newly developed as a result of preliminary study. The interview data were taperecorded and then recorded in narrative form. Mother - infant interaction behaviors in early feeding period were analyzed based on 19 analytic sub-categories and their composing elements. Unit of analysis were mother, infant and mother -infant dyad. 8 analytic categories draw from the data. Each were preparation, instrument, interaction inducing, evaluation referred to mother's behavior, preparation, instrument, interaction inducing referred to infant's behavior and synchronic behaviors referred to mother - infant dyad. Frequencies of behavior items based on the categories were converted to percent. The result showed that in mother's preparation behavior, the breast condition of Korean mother can be an affecting factor for mother - infant interaction during feeding, and vocalization behavior was observed most frequently in interaction inducing behavior while the least frequent behavior observed was contacting. Subcultural characteristics of mother - infant interaction behaviors were analyzed for their relationships between groups of mothers who have lived in remote area vs urban area, and who were multipara vs primipara. Using a chi -square test, there were statistically significant relationships in the activity of psychological readiness in preparation behavior and the movement of extremities for the position of instrumental behavior in both groups. However, interaction inducing behaviors were not related with statistical significance in any set of groups. Accomplishment of marriage, bonding and emotional mediation of family members were the categories related to mother's cultural belief about the infant in aspect of functional values. Infant at birth is considered little more than a biological organism without social capabilities. Although the newborn infant is still be attached to his mother, he makes his mother extend her territoriality. The mother's interacting behavior toward her infant based on those beliefs appeared task oriented, separative behavioral series. On the other hand, it was seen that infant reacted independently to his mother's behavior by the in-nate perceptual abilities. Those independent behavioral series of mother and infant on the feeding situation were synchronized at any moment. Nurses are In a unique position to teach mothers about their infant's capabilities and help reducing some of uncertainty about infant's behaviors. Study results indicated that the informations infant's social capabilities and breast feeding should be given to the mothers. The results of this study have several implications for nursing. First, the study results will be used as fundamental resources for the development of the assessment tool about the early mother - infant interaction. Second, the results could be a relevant information in the fied. I of maternal child nursing education as real and useful data. Third, the behavioral patterns of early mother - infant interaction which were classified based on the qualitative analysis could be used for nursing theory development as very fundamental data.

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주부의 가정관리행동유형에 따른 신용카드에 대한 인식 및 사용.관리행동 (The Urban housewives에 Cognition, Usage, and Management Behavior of Credit Cards according to Home Management Behavior Pattern)

  • 김나연;계선자
    • 가족자원경영과 정책
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    • 제1권1호
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    • pp.57-70
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    • 1997
  • The purpose of this study is to analyze housewives’ cognition, usage, and management behavior of credit cards according to home management behavior pattern. The sample of this study was selected from the housewives’ living in Seoul who has credit cards. After class-analyzation of the sample, 523 out of 612 repondents were finally selected data. The data were analyzed by the statical methods such as frequency, mean, percentile, Factor Analysis, t-test, ANOVA, Duncan’s multiple range test, Person’s Correlation, and Multiple Regression Analysis through the SAS program package. The major findings of this study are as followers : First, housewives’ usage and management behavior of credit cards was a positive relationship between home management behavior pattern. Second, housewives’ cognition of credit cards showed a significant positive relationship with usage and management behavior of credit card. Third, the most influencial variables on housewives’usage and management behavior of credit cards were their value and home management behavior pattern.

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환경지향적 소비자 행동에 관한 연구 -제주시 주부를 대상으로- (A study on the Environment Oriented Consumer Behavior of Housewives -As Related to Wives in Cheju City-)

  • 김영재;김정숙
    • 대한가정학회지
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    • 제37권3호
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    • pp.157-174
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    • 1999
  • The purpose of this study is to investigate かe factors related to the environment-oriented consumer behavior, and to analyze the effects of environmental knowledge, perception of environmental problems, and environment-oriented attitude on the environment-oriented consumer behavior. The data used in this study were collected through questionnaires on 535 wives living in Cheju City. The data were analvzed by using SPSS WIN program. The summaries of this study are as follows. Using behaviors was influenced by age and family income, but buying and disposing behavior are not influenced by socio-economic variables of wives. Environmental knowledge only has effects on disposing behaviors, and environment-oriented attitude behavior has effects on buying, using, and disposing behavior. But the perception of environmental problems hasn't effects on them. Wives' environment-oriented behavior are more effected by environment-oriented attitude than perception of environmental problems. In buying behavior, environment-oriented attitude is the most influential factor, and the reference group is the second influential factor. But in disposing behavior, the reference group is the most influential factor, and environment-oriented attitude is かe second influential factor.

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아버지가 지각한 부부갈등이 유아의 문제행동에 미치는 영향: 아버지 양육행동의 매개효과 (The Effect of Marital Conflicts Perceived by Fathers on Preschoolers' Behavior Problems: Mediating Effect of Paternal Child Rearing Behavior)

  • 김이숙
    • 한국보육지원학회지
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    • 제12권2호
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    • pp.127-142
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    • 2016
  • The purpose of this study is to analyze the effect of marital conflicts perceived by fathers on preschoolers' behavior problems, and to investigate the mediating effect of paternal child rearing behavior. This study used survey data on 4 year-old infants which was conducted in 2012(5th year) by KICCE. Correlation analysis and structural equation were conducted using SPSS 23 and AMOS 23 for the data analysis, and the results of this study are as follows. First, marital conflicts perceived by fathers and preschoolers behavior problems showed a positive correlation, and they especially showed a greater positive correlation with offensive behavior, anxiety/depression, and other problems. On the other hand, it was identified that paternal child rearing behavior has a negative correlation with marital conflict and preschoolers' behavior problems when paternal child rearing behavior is compassionate and dominant. Secondly, it was identified that warm parenting behavior of fathers mediates the effect of marital conflicts on preschoolers' behavior problems. However, it was verified that the mediating effect of controlling parenting behavior is not significant. On the other hand, it was identified that the mediating effect of warm parenting behavior of fathers has a greater effect on internalized problems than external problems.

잠재변수를 이용한 RP/SP 결합모형에 관한 연구 (Combined RP/SP Model with Latent Variables)

  • 김진희;정진혁;손기민
    • 대한교통학회지
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    • 제28권4호
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    • pp.119-128
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    • 2010
  • 통행자의 통행수단선택행태는 개인의 사회경제적 속성과 수단의 속성뿐만 아니라 통행자 개인의 잠재된 통행행태 즉, 통행행태적 선호도 역시 큰 영향을 미친다. 통행수단선택행태에 특정한 영향을 미치는 잠재통행행태를 수단선택모형에 반영한다면 비관측요인에서 기인하는 오차를 크게 줄일 수 있고, 통행행태에 대한 다양하고 보다 합리적인 해석이 가능하다. 본 연구에서는 한강 수상대중교통 도입에 따른 수단선택행태조사 자료를 활용하여 잠재변수를 정의하고 새로운 수단에 대한 분석이 가능한 RP/SP 결합모형을 구축하였다. 잠재변수는 행태설문조사자료를 기반으로 요인분석을 통해 계량화하였다. 모형구축결과 통행자들의 잠재된 통행행태는 수단선택행태에 유의한 영향을 미치고, 잠재변수를 반영한 경우 모형의 적합도가 향상되었다. 또한 잠재행태 관점에서도 RP/SP 결합모형이 SP모형에 비해 합리적인 것으로 분석되었다.

코사인 유사도 측정을 통한 행위 기반 인증 (A Behavior-based Authentication Using the Measuring Cosine Similarity)

  • 길선웅;이기영
    • 한국인터넷방송통신학회논문지
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    • 제20권4호
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    • pp.17-22
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    • 2020
  • 현재 많은 연구가 진행되고 있는 행위 기반 인증 기술은 다른 인증 기술들에 비해서 인증의 인식률을 높이는데 많은 데이터의 장기간 추출이 필요하다. 본 논문은 안드로이드 환경의 스마트폰에 내재되어있는 터치 센서와 자이로스코프를 이용하여 그동안의 행위 기반 인증 연구에서 사용 되었던 행위 특징 데이터들 중에서 핵심적인 최소한의 데이터들만을 이용하기 위해 사용자에게 다섯 차례의 측정을 요구하여 다섯 번의 터치스크린 화면을 터치 하는 방식으로 총 6가지의 행위 특징 데이터를 수집하였고 다음 터치 측정으로 넘어가는 동안의 데이터들의 변화 값에 평균 값을 구하여 이 값과 측정값의 코사인 유사도 측정을 수행하여 코사인 유사도 허용 범위를 생성 한 후, 인증 시도 데이터의 코사인 유사도 값과 비교하는 방식의 사용자 행위 기반 인증 방식을 제안한다. 본 논문을 통해서 적은 수의 특징 데이터와 실험자수 환경에서도 코사인 유사도 인증 범위에 적용되는 임계값을 조절하는 방식을 통해서 최초 EER 37.6%에서 최종 EER 1.9%의 높은 성능을 증명하는데 성공하였다.