• Title/Summary/Keyword: Clustering Strategy

Search Result 195, Processing Time 0.025 seconds

Study on the Market Segmentation of inpatients (입원환자 시장세분화에 관한 연구)

  • Lee, Eun-Whan
    • Korea Journal of Hospital Management
    • /
    • v.17 no.2
    • /
    • pp.21-33
    • /
    • 2012
  • Purpose : This study aims to suggest application of patients DB to hospital marketing by performing market segmentation and selecting target market. Consequently help to establish suited strategy of marketing. Method : 14,072 patients hospitalized in a University Medical Center were recruited into this study. In order to classify the customer groups, cluster analysis was used with RFM(Recency, Frequency, Monetary) model, and 1-way ANOVA verified the differences among groups. And then, sociodemographical status, healthcare utilization and diagnosis(ICD-10) of each group were compared to draw a marketing strategy. Results : Four groups were classified through clustering analysis, and'high use and high profit' and'low use and high profit' groups were selected as a target market. The features of target market were as follows, the female proportion was high; used a private room; hospitalized through the emergency room; had operation; length of stay was long; had many comorbidity and cooperative treatment. There was difference in each feature of target market: as for the'high use and high profit' group, many patients were diagnosed with 'certain infectious and parasitic diseases'; and as for the'low use and high profit'group, the proportion of patients who purchased'industrial accident compensation insurance'and'auto insurance'was relatively high; many patients were diagnosed with'Injury, poisoning and certain other consequences of external causes'. Conclusion : It is needed to establish'positioning' strategy by monitoring and communicating with'high use and high profit' group. And for the case of'low use and high profit' group, it is necessary to make a follow-up management and lead them to have a medical check-up.

  • PDF

Multivariate Stratification Method for the Multipurpose Sample Survey : A Case Study of the Sample Design for Fisher Production Survey (다목적 표본조사를 위한 다변량 층화 : 어업비계통생산량조사를 위한 표본설계 사례)

  • Park, Jin-Woo;Kim, Young-Won;Lee, Seok-Hoon;Shin, Ji-Eun
    • Survey Research
    • /
    • v.9 no.1
    • /
    • pp.69-85
    • /
    • 2008
  • Stratification is a feature of the majority of field sample design. This paper considers the multivariate stratification strategy for multipurpose sample survey with several auxiliary variables. In a multipurpose survey, stratification procedure is very complicated because we have to simultaneously consider the efficiencies of stratification for several variables of interest. We propose stratification strategy based on factor analysis and cluster analysis using several stratification variables. To improve the efficiency of stratification, we first select the stratification variables by factor analysis, and then apply the K-means clustering algorithm to the formation of strata. An application of the stratification strategy in the sampling design for the Fisher Production Survey is discussed, and it turns out that the variances of estimators are significantly less than those obtained by simple random sampling.

  • PDF

A Study on the effects of small group cooperative learning on strategies for estimating measurement - focused on 5th graders - (소집단 협동학습을 통한 의사소통활동이 어림측정전략에 미치는 효과 - 초등학교 5학년을 중심으로 -)

  • Kim, Myuog-Ok;Kwoo, Sung-Yoog
    • The Mathematical Education
    • /
    • v.48 no.3
    • /
    • pp.329-352
    • /
    • 2009
  • The purpose of this study was to investigate the effects of small group cooperative communicative activities on the strategies for estimating measurement. To do this, two research questions were set as follow: First, are there any differences between strategies employed by students in the experimental group and the control group before and after the estimating measurement activities? Second, are there any differences between strategies employed by students in different ability levels(upper, middle, lower) of pre-estimating measurement test in the experimental group? The research results were drawn from the investigation as below: First, the strategical change of before and after the estimating measurement tasks in the experimental group was quite noticeable. Unlike the small strategical change in the control group, small group cooperative communicative learning resulted in a decrease of simple memorization and guessing strategies and an increase of refined strategies such as the standard strategy, clustering, unit load and so on. Second, mathematical communicative activities in a small group cooperative learning showed that the students in the upper level of pre-estimating measurement test used more refined strategies and the students in the lower level used simple memorization and guessing strategy more frequently. And through interaction in small group, students could have chances to recognize error of strategies and to modify and learn strategies. In conclusion, small group cooperative activities allowed students to have chances to communicate mathematically and it is a efficient way of helping students learn estimating measurement strategies.

  • PDF

Energy-efficient Positioning of Cluster Heads in Wireless Sensor Networks

  • Sohn, Surg-Won;Han, Kwang-Rok
    • Journal of IKEEE
    • /
    • v.13 no.1
    • /
    • pp.71-76
    • /
    • 2009
  • As one of the most important requirements for wireless sensor networks, prolonging network lifetime can be realized by minimizing energy consumption in cluster heads as well as sensor nodes. While most of the previous researches have focused on the energy of sensor nodes, we devote our attention to cluster heads because they are most dominant source of power consumption in the cluster-based sensor networks. Therefore, we seek to minimize energy consumption by minimizing the maximum(MINMAX) energy dissipation at each cluster heads. This work requires energy-efficient clustering of the sensor nodes while satisfying given energy constraints. In this paper, we present a constraint satisfaction modeling of cluster-based routing in a heterogeneous sensor networks because mixed integer programming cannot provide solutions to this MINMAX problem. Computational experiments show that substantial energy savings can be obtained with the MINMAX algorithm in comparison with a minimum total energy(MTE) strategy.

  • PDF

Design of a Fuzzy Re-adhesion Controller for Wheeled Robot (이동 로봇의 퍼지 재점착 제어기 설계)

  • Kwon Sun-Ku;Huh Uk-Youl;Kim Jin-Hwan
    • The Transactions of the Korean Institute of Electrical Engineers D
    • /
    • v.54 no.1
    • /
    • pp.48-55
    • /
    • 2005
  • Mobility of an indoor wheeled robot is affected by adhesion force that is related to various floor conditions. When the adhesion force between driving wheels and floor decreases suddenly, the robot begins slip. In order to overcome this slip problem, optimal slip velocity must be decided for stable movement of wheeled robot. First of all, this paper shows that conventional PI control can not be applied to a wheeled robot of the light weight. Secondly, proposed fuzzy logic is applied to the Takagi-Sugeno model for the configuration of fuzzy sets. For the design of Takagi-Sugeno model and fuzzy rule, proposed algorithm uses FCM(Fuzzy c-mean clustering method) algorithm. In additionally, this algorithm adjusts the driving torque for restraining re-slip. The proposed fuzzy logic controller(FLC) is pretty useful with prevention of the slip phenomena for the controller performance in the re-adhesion control strategy, These procedures are implemented using a Pioneer 2-DXE wheeled robot parameter.

Code Combining Cooperative Diversity in Long-haul Transmission of Cluster based Wireless Sensor Networks

  • Asaduzzaman, Asaduzzaman;Kong, Hyung-Yun
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.5 no.7
    • /
    • pp.1293-1310
    • /
    • 2011
  • A simple modification of well known Low Energy Adaptive Clustering Hierarchy (LEACH) protocol is proposed to exploit cooperative diversity. Instead of selecting a single cluster-head, we propose M cluster-heads in each cluster to obtain a diversity of order M. The cluster-heads gather data from all the sensor nodes within the cluster using same technique as LEACH. Cluster-heads transmit gathered data cooperatively towards the destination or higher order cluster-head. We propose a code combining based cooperative diversity protocol which is similar to coded cooperation that maximizes the performance of the proposed cooperative LEACH protocol. The implementation of the proposed cooperative strategy is analyzed. We develop the upper bounds on bit error rate (BER) and frame error rate (FER) for our proposal. Space time block codes (STBC) are also a suitable candidate for our proposal. In this paper, we argue that the STBC performs worse than the code combining cooperation.

Building a Product Design of Innovative Strategy for Creating Enterprise Development

  • Liao, Shih-Chung
    • The Journal of Industrial Distribution & Business
    • /
    • v.5 no.1
    • /
    • pp.17-25
    • /
    • 2014
  • Purpose - Nowadays, the innovative design concept is being implemented in product design. In order to satisfy market trends and the demand for quality, designers should employ customer satisfaction questionnaires and analyze them with various experimental processes. Research design, data, and methodology - These methodologies would help designers have a better understanding of their customers and judge the market size and clustering validity, by diverse product strategies, for dealing with the rapid change prevailing in the market today. Results - By considering the innovative design with regard to telephones as an experimental case, the study investigates and demonstrates how the product can benefit from market-oriented and customized management concepts, when creative design ability is utilized for developing the product. Conclusions - Along with the benefit of having an innovative product value, the product can stimulate progress inthe development of the enterprise management, which has emerged as the main issue in the area of social and economic development in every developed country.

Fuzzy Re-adhesion Control for Wheeled Robot (이동 로봇의 퍼지 재점착 제어)

  • Kwon, Sun-Ku;Huh, Uk-Youl;Kim, Jin-Hwan
    • Proceedings of the KIEE Conference
    • /
    • 2005.05a
    • /
    • pp.30-32
    • /
    • 2005
  • Mobility of an indoor wheeled robot is affected by adhesion force that is related to various floor conditions. When the adhesion force between driving wheels and floor decreases suddenly, the robot begins slip. In order to overcome this slip problem, optimal slip velocity must be decided for stable movement of wheeled robot. First of all, this paper shows that conventional PI control can not be applied to a wheeled robot of the light weight. Secondly, proposed fuzzy logic is applied to the Takagi-Sugeno model for the configuration of fuzzy sets. For the design of Takagi-Sugeno model and fuzzy rule, proposed algorithm uses FCM(Fuzzy c-mean clustering method) algorithm. The proposed fuzzy logic controller(FLC) is pretty useful with prevention of the slip phenomena for the controller performance in the re-adhesion control strategy.

  • PDF

Energy Efficient Routing Scheme for Wireless Sensor Networks (무선 센서네트워크에서 효율적인 라우팅 기법에 대한 연구)

  • Kim, Dong-Sik;Kim, Sung-Wook
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.35 no.5A
    • /
    • pp.417-422
    • /
    • 2010
  • In this paper, we propose a new routing scheme based on the multiple layer routing strategy. This algorithm can guarantee the required QoS while maximizing energy efficiency in wireless sensor networks. The principle contributions of this work are its simplicity, scalability and responsiveness to current network situations. Simulation results indicate the superior performance of our proposed algorithm, while other existing scheme cannot offer such an attractive performance balance.

Development of a Prototype Software for a Corporate Customer Relationship Management in the Postal Service (우편 서비스의 법인 고객관계관리를 위한 프로토타입 소프트웨어 개발)

  • Kim, Yong-Soo;Choeh, Joon-Yeon
    • IE interfaces
    • /
    • v.25 no.2
    • /
    • pp.229-240
    • /
    • 2012
  • Conventional research on customer relationship management(CRM) in general has focused on the effects of individual customer's satisfaction, retention and profit management. However, corporate customers are more profitable than individual customers because of high volume and frequent transactions between companies. In this article, a prototype for a corporate customer relationship management is developed in the postal service. First, the frequency and amount of customers' usage were examined, and thereby the corporate customer rating scheme was established to provide customized service. Second, five different types of usage patterns were determined using clustering analysis. In addition, we presented the rationales behind the five types of patterns. Third, RFM(recency, frequency, monetary) analysis was performed, and then action plans were developed to increase sales. Finally, the prototype software was developed to automatically perform the above analysis using MS Excel program.