• Title/Summary/Keyword: Switching regression

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Switching Regression Analysis via Fuzzy LS-SVM

  • Hwang, Chang-Ha
    • Journal of the Korean Data and Information Science Society
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    • v.17 no.2
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    • pp.609-617
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    • 2006
  • A new fuzzy c-regression algorithm for switching regression analysis is presented, which combines fuzzy c-means clustering and least squares support vector machine. This algorithm can detect outliers in switching regression models while yielding the simultaneous estimates of the associated parameters together with a fuzzy c-partitions of data. It can be employed for the model-free nonlinear regression which does not assume the underlying form of the regression function. We illustrate the new approach with some numerical examples that show how it can be used to fit switching regression models to almost all types of mixed data.

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Moderating effect Switching Barrier on Coffee-shop customer Satisfaction and Loyalty (커피전문점에서 전환장벽을 고려한 고객만족과 충성의 관계)

  • Kim, Pan-Su;Han, Jang-Hyeop
    • Proceedings of the Safety Management and Science Conference
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    • 2011.11a
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    • pp.683-694
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    • 2011
  • This study analysed impact of service quality on customer satisfaction and loyalty in the take-out coffee shop. The switching barrier was also studied as a moderating effect. Particularly, this study focused on relationships between customer loyalty and switching barriers. A lot of previous studies interest only in customers satisfaction. This study also analysed relationships among service quality, customer satisfaction, switching barriers and brand loyalty. Eventually, service quality significantly affects customer satisfaction, moderating effects, brand loyalty and marketing performance. SERVQUAL model which was established by PZB (1988) was used as a service quality factors. The impact on customer satisfaction was analysed using multiple regression analysis. Simple regression analysis was used to find effects of customer satisfaction and customer loyalty. Additional factors of switching barriers was classified based on previous studies. Hierarchical multiple regression analysis was used to find factors of customer loyalty among switching barriers. In the result, we can find that the importance of tangibles, responsiveness in service quality factors and contract cost, search cost and continuous cost in moderating effects.

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Fuzzy c-Regression Using Weighted LS-SVM

  • Hwang, Chang-Ha
    • 한국데이터정보과학회:학술대회논문집
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    • 2005.10a
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    • pp.161-169
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    • 2005
  • In this paper we propose a fuzzy c-regression model based on weighted least squares support vector machine(LS-SVM), which can be used to detect outliers in the switching regression model while preserving simultaneous yielding the estimates of outputs together with a fuzzy c-partitions of data. It can be applied to the nonlinear regression which does not have an explicit form of the regression function. We illustrate the new algorithm with examples which indicate how it can be used to detect outliers and fit the mixed data to the nonlinear regression models.

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A Study on the Service Quality Level and Switching Barriers in the Retail Industry -Comparing Department Store with Discount Store- (유통산업의 서비스품질 수준 비교와 전환장벽에 관한 연구 -백화점과 대형할인점을 중심으로-)

  • 유한주;송광석
    • Journal of Korean Society for Quality Management
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    • v.32 no.2
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    • pp.109-131
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    • 2004
  • This research tried to clarify the impact of service quality on the customer satisfaction, customer retention and switching barriers in the competitive structure between department store and discount store. We measured the level of service quality by using the methodology which had been adopted in the service quality research area. Using the internet survey method, we gathered data from 750 consumers of each industry. We used various analysis methods such as the regression analysis, t-test, and hierarchical regression analysis. The results reveal different patterns in the two sectors in the retail industry with respect to switching barriers. We conclude that switching barriers play an important role in consumer satisfaction and retention.

Disequilibrium econometric models and switching regression models (불균형계량경제모형과 교체회귀모형)

  • 이회경
    • The Korean Journal of Applied Statistics
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    • v.2 no.2
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    • pp.37-45
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    • 1989
  • Switching regression models are commonly used for the statistical analysis of the disequilibrium models. In this paper wer show how switching regression models can be classified by the sample separation criterion and how they are related to the disequilibrium models. The problems in the estimation of the disequilibrium models ar discussed for the ones with both known sample separation and unknown sample separation.

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The Analysis of the Factors Influencing Telecommunication Service Providers Selection on Purchase of Smart Phones (스마트폰 구매 시 이동통신사 선정에 영향을 미치는 요인 분석)

  • Chang, Byeong-Yun
    • Journal of the Korea Society for Simulation
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    • v.22 no.2
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    • pp.85-91
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    • 2013
  • Smart phones become essential goods for our life. As the technology are developing, and the market becomes saturated, it is important to understand the determinants affecting purchase of smart phones. In this paper, to understand these determinants factor analysis and binary logistics regression is used. Toward this, we first define the determinants into 3 categories: customer satisfaction, switching barrier, and switching attractiveness based on literature review. Furthermore, we develop 9 hypotheses to test with survey data using factor analysis and binary logistics regression. The results show that the six factors (data quality, price satisfaction, corporate image, the burden of new contract, attraction of devices and attraction of other competitors) are significant when customers buy smart phones.

The Effect of Consumer’s Switching Barrier Perception on Store Loyalty in Apparel Product Purchasing (의류제품 구매시 소비자의 전환장벽지각이 점포충성도에 미치는 영향)

  • 김수진;정명선
    • Journal of the Korean Society of Clothing and Textiles
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    • v.25 no.8
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    • pp.1512-1523
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    • 2001
  • The purposes of this study were to examine the effect of switching barrier perception on store loyalty in apparel product purchasing to classify the factors of switching barrier perception, and additionally ot identify differences of store loyalty and switching barrier perception according to demographic characteristics. The questionnaire was administered to 300 women shopped in a department store in Gwang-ju city during February 10-23, 2001. Data collected from 261 women were analyzed by using frequency, factor analysis, ANOVA, Duncan-test, regression analysis by SPSS for windows PC program. The results were as follows; 1. The consumer’s perceived switching barrier was composed of three factors; economic psychological, time factor. 2. There was significant difference in store loyalty according to consumer’s age, occupation, education level. and income. 3. There was significant differences in economic. time switching barrier perception according to consumers’age, occupation education level, and income. There was significant difference in psychological switching barrier perception according to consumers’ occupation education level, and income. 4. The swiching barrier perception significantly infulenced on the store loyalty.

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The Relationships between Shopping Styles, Promotion Usage, and Consequential Switching Behaviors (쇼핑스타일, 판촉이용정도, 판촉에 의한 행동전환간의 관계)

  • Lee, Young-Mi;Park, Kyung-Ae
    • Journal of the Korean Home Economics Association
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    • v.41 no.9
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    • pp.93-103
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    • 2003
  • The purpose of this study was to examine the relationships between shopping styles, promotion usage behaviors, and consequential switching behaviors. Specifically, it examined: 1) the effects of shopping styles on promotion usage and switching behaviors; and 2) the effects of promotion usage on switching behaviors. A total of 378 responses collected from a questionnaire survey were analyzed. Multiple regression analyses showed that loyalty, fashion prone, brand prone, brand prone, value prone, and hedonic shopping prone styles among the 7 shopping styles affected promotion usage behaviors, and brand prone, hedonic shopping prone, and price prone styles affected switching behaviors. Also, sales and sweepstakes among the 6 promotion usage behaviors affected switching behaviors.

The Cash Flow Sensitivity of Investment: A Switching Regression Approach Based on Korean Firm Data (기업투자의 현금흐름 민감도: 전환회귀법을 이용한 분석)

  • Koo, Jaewoon;Maeng, Kyunghee
    • Economic Analysis
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    • v.17 no.2
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    • pp.56-89
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    • 2011
  • The sensitivity of investment with respect to cash flow is positive in imperfect financial markets. Using a switching regression model, cash flow sensitivity of investments in chaebol firms and large firms appears to be higher. Also, investments are found to be more responsive to cash flow during monetary contraction periods. These findings imply that monetary policy works through a credit channel. Furthermore, it appears that monetary policy exerts distributional effects as well as aggregate effects on that firms are unevenly affected by monetary changes.

A Study on the Influence of Consumers Functional Recognition on Their Switching Behaviors, using Food Providers' Web Sites (외식기업 온라인 웹사이트를 이용하는 소비자들의 기능별 지각 수준이 전환 행동에 미치는 영향)

  • Choi, Eun-Joo
    • Culinary science and hospitality research
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    • v.16 no.2
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    • pp.31-48
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    • 2010
  • The purpose of this study was to examine the influence of food service web site users' functional recognition extent on switching behaviors. For this, a survey of web site users was carried out. As for analytic methods, frequency analysis was used to examine respondents' demographic features. In addition, simple regression analysis and multiple regression analysis were carried out used to look into the influence of functional recognition of food providers' web sites on switching behaviors. Study findings are as follows: all the functional variables such as entertainment, advertisement & public relations, communication and purchase decision-making function have significant influence on users' switching behaviors. When users' recognition extent of food providers' online web sites is high, their switching behavior is also high. In particular, the following clause have the greatest influence upon users' switching behaviors pattern. In the function of entertainment, (1) it is easy to search on web site; in the advertisement function, (2) the image of restaurant can easily be recognize; In the communication function, (3) the image of new products can be seen with ease; and in the purchase decision-making function, (4) web sites are easily accessible.

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