• 제목/요약/키워드: User Pattern Analysis

검색결과 348건 처리시간 0.026초

Detecting smartphone user habits using sequential pattern analysis

  • Lu, Dang Nhac;Nguyen, Thu Trang;Nguyen, Thi Hau;Nguyen, Ha Nam;Choi, Gyoo Seok
    • International Journal of Internet, Broadcasting and Communication
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    • 제7권1호
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    • pp.20-22
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    • 2015
  • Recently, the study of smart phone user habits has become a highly focused topic due to the rapid growth of the smart phone market. Indeed, sequential pattern analysis methods were efficiently used for web-based user habit mining long time ago. However, by means of simulations, it has been observed that these methods might fail for smart phone-based user habit mining. In this paper, we propose a novel approach that leads to a considerably increased performance of the traditional sequential pattern analysis methods by reasonably cutting off each chronological sequence of user logs on a device into shorter ones, which represent the sequential user activities in various periods of a day.

지역마케팅 콘텐츠의 사용자 반응패턴과 품질특성에 관한 탐색적 분석: 지방자치단체가 운영하는 SNS를 중심으로 (An Exploratory Analysis on the User Response Pattern and Quality Characteristics of Marketing Contents in the SNS of Regional Government)

  • 정연수;정대율
    • 한국정보시스템학회지:정보시스템연구
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    • 제26권4호
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    • pp.419-442
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    • 2017
  • Purpose The purpose of this study is to explore the pattern of user response and it's duration time through social media content response analysis. We also analyze the characteristics of content quality factors which are associate with the user response pattern. The analysis results will provide some implications to develop strategies and schematic plans for the operator of regional marketing on the SNS. Design/methodology/approach This study used mixed methods to verify the effects and responses of social media contents on the users who have concerns about regional events such as local festival, cultural events, and city tours etc. Big data analysis was conducted with the quantitative data from regional government SNSs. The data was collected through web crawling in order to analyze the social media contents. We especially analyzed the contents duration time and peak level time. This study also analyzed the characteristics of contents quality factors using expert evaluation data on the social media contents. Finally, we verify the relationship between the contents quality factors and user response types by cross correlation analysis. Findings According to the big data analysis, we could find some content life cycle which can be explained through empirical distribution with peak time pattern and left skewed long tail. The user response patterns are dependent on time and contents quality. In addition, this study confirms that the level of quality of social media content is closely relate to user interaction and response pattern. As a result of the contents response pattern analysis, it is necessary to develop high quality contents design strategy and content posting and propagation tactics. The SNS operators need to develop high quality contents using rich-media technology and active response contents that induce opinion leader on the SNS.

User Modeling Using User Preference and User Life Pattern Based on Personal Bio Data and SNS Data

  • Song, Hyejin;Lee, Kihoon;Moon, Nammee
    • Journal of Information Processing Systems
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    • 제15권3호
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    • pp.645-654
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    • 2019
  • The purpose of this study was to collect and analyze personal bio data and social network services (SNS) data, derive user preference and user life pattern, and propose intuitive and precise user modeling. This study not only tried to conduct eye tracking experiments using various smart devices to be the ground of the recommendation system considering the attribute of smart devices, but also derived classification preference by analyzing eye tracking data of collected bio data and SNS data. In addition, this study intended to combine and analyze preference of the common classification of the two types of data, derive final preference by each smart device, and based on user life pattern extracted from final preference and collected bio data (amount of activity, sleep), draw the similarity between users using Pearson correlation coefficient. Through derivation of preference considering the attribute of smart devices, it could be found that users would be influenced by smart devices. With user modeling using user behavior pattern, eye tracking, and user preference, this study tried to contribute to the research on the recommendation system that should precisely reflect user tendency.

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.

모션 베드 환경에서 맞춤형 숙면 서비스를 위한 시스템 설계 및 수면 패턴 분석 (Analysis on the Sleep Patterns and Design of System for Customized Deep Sleep Service in Motion Bed Environments)

  • 강현준;이석철;정준서;조성범;이원진;이재동
    • 한국멀티미디어학회논문지
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    • 제25권8호
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    • pp.1109-1121
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    • 2022
  • As the demand for quality sleep increases in modern society, the importance of sleep technology has increased. Recently, development of sleep environment improvement products and research on the user's sleep improvement have been activated. Representatively, user sleep pattern analysis research is being conducted through the existing polysomnography, but it is difficult to use it in the sleep environment of daily life. Therefore, in this paper, we propose a system design that can provide a customized deep sleep service to users by detecting sleep disturbance factors in a motion bed environment. In order to improve the user's sleep satisfaction, a logistic regression-based sleep pattern analysis model is proposed and accuracy and significance are verified through experiments. And to improve user's sleep satisfaction, we propose a logistic regression-based sleep pattern analysis model and verify accuracy and significance through experiments. The proposed system is expected to improve the user's sleep quality and effectively prevent and manage sleep disorders.

객체지향 유형적 분석에 의한 지하수 관정 인터페이스 구현 (Implementation user interface of groundwater well base on the analysis pattern of object-oriented)

  • 박민식;장진수;이재봉
    • 한국컴퓨터산업학회논문지
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    • 제5권4호
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    • pp.461-470
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    • 2004
  • 본 연구는 지하수 관정 인터페이스를 객체지향 기반으로 설계하였다. 복합적 형태의 현실 세계의 지리 객체를 위한 지리 데이터베이스 구현을 위하여 추상화 단계에서 분석 유형에 대하여 연구하였다. 응용영역에 적합한 유형을 규정하고 객체지향 방법론에 기반 한 UML을 이용하여 분석유형을 설계함으로서 대규모 개방 시스템을 개발하고 배포할 수 있는 컴포넌트의 재사용 성을 증가시키는데 기여하고자 한다.

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웹 페이지 방문 시간을 고려한 연관 규칙 탐색

  • 강형창;김익찬;김철수
    • 한국통계학회:학술대회논문집
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    • 한국통계학회 2005년도 춘계 학술발표회 논문집
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    • pp.263-269
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    • 2005
  • 웹 사이트를 이용하는 사용자들은 정보를 편리하게 얻고자 한다. 웹 사이트 운영자들은 웹 사이트를 이용하는 사용자들에게 차별화된 서비스를 제공하기 위해 사용자에 따른 패턴 분석을 해야 한다. 연관 규칙은 패턴 발견을 위해 데이터 마이닝 기법중의 하나이다. 사용자에 따른 패턴을 찾아내면, 사용자에 따른 차별화된 서비스를 제공할 수 있다. 사용자에 따른 패턴은 연관 규칙 탐색으로 알 수 있고, 웹 페이지 방문 시간을 고려한 연관 규칙 탐색 결과는 차별화된 웹 구조 서비스 및 추천 서비스가 가능하다.

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텍스트 마이닝을 이용한 소비자 소비패턴 분석 기법 설계 (An Analysis Scheme Design of Customer Spending Pattern using Text Mining)

  • 정은희;이병관
    • 한국정보전자통신기술학회논문지
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    • 제11권2호
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    • pp.181-188
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    • 2018
  • 본 논문에서는 텍스트 마이닝을 이용한 소비자의 소비패턴 분석 기법을 제안하였다. 제안하는 소비패턴 분석기법에서는 첫째, 피어슨의 상관계수를 이용하여 사용자의 평가점수에 대한 유사도를 분석하고, 둘째, 텍스트 마이닝 기법 중의 하나의 TD-IDF의 코사인 유사도를 이용하여 사용자의 리뷰들간의 유사도를 분석하고, 셋째, Sentiwordnet를 이용하여 평가점수와 리뷰의 일치성을 분석하였다. 그리고 제안하는 소비패턴 분석 기법은 평가점수의 유사도와 리뷰의 유사도를 이용하여 근접이웃들을 선정하고, 선정된 이웃에 소비패턴에 적합한 추천리스트를 제공하였다. 추천리스트의 정확도는 피어슨 상관계수가 0.79, TD-IDF가 0.73, 그리고 제안하는 소비패턴분석기법이 0.82로 나타났다. 즉, 제안하는 소비패턴분석기법은 소비자의 정량적인 평가점수와 정성적인 리뷰를 모두 이용하므로 소비 패턴을 좀 더 정확하게 분석할 수 있었다.

올림픽대로의 경관향상을 위한 가로공간 구성요소의 물리량과 심리량 분석에 관한 연구 (Studios on the Physical and Psychological Analysis in Street Spaces for Improving the Streetscape of Olympic Daero)

  • 김광래;진희성
    • 한국조경학회지
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    • 제16권2호
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    • pp.23-41
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    • 1988
  • Environmental design pattern of the nine Small Urban Spaces at C.B.D. in City of Seoul are surveyed and analyzed for user's satisfaction and behavior under the environmental design evaluation by using Chrisopher Alexander's Pattern Language. Small Urban Spaces as a part of streetscape are formed by physical factors as well as visual environment and interacting user's behavior. Therefore, user's satisfacuion and behavior at the nine Urban Small Spaces were investigated under the further search for some possibilities of a pplication of those Pattern Languages. A pattern language has a structure of a network. It is used in sequence, going through the patterns, moving always from large patterns to smaller, always from the ones which create comes simply from the obsernation that most of the wonderful places of the city were not made by architects but by the people. It defines the limited number of arrangements of spaces that make sense in any given culture. And it actually gives us the power to generate these coherent arrangement of space. As a results, 'Plazl', 'Seats' and 'Accessibility' related design patterns are highly evaluated by Pattern Frequency, Pattern Interaction and their Composition ranks, thus reconfirm Whyte's Praise of urban Small Spaces in our inner city design environments. According to the multiple regression analysis of user's evaluation, the environmental functins related to the satisfaction were 'Plaza', 'Accessibility' and 'Paving'. According to the free response, user's prefer such visually pleasing environmental design object as 'Waterscape' and 'Setting'. In addition to, the basic needs in Urban Small Spaces are amenity facilities as bench, drinking water and shade for rest.

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도립도서관 이용 패턴 분석을 통한 발전 방안 연구 - J 도립도서관을 중심으로 - (A Study on the Development Plan in Usage Pattern Analytics of J Provincial Library)

  • 장우권;박성우;정대근;여진원
    • 한국문헌정보학회지
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    • 제49권1호
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    • pp.173-200
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    • 2015
  • 이 연구는 J도 도립도서관의 대출과 운영현황을 조사 분석하여 향후 발전방안을 모색하는데 있다. 이를 위해 도서관 이용증 발급자 30,072명과 대출건수(2012~2013년) 705,447건을 분석하였으며, 도서관 발전계획 및 이용자 만족도를 조사하여 이를 비교분석하였다. 분석방법은 SPSS 21.0을 사용하였다. 이를 통해 도립도서관 이용자의 도서관 이용 행태 및 자료 이용 패턴 등을 확인하였으며, 분석 결과를 기반으로 도립도서관의 발전방안을 제시하였다.