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Metropolis-Hastings Expectation Maximization Algorithm for Incomplete Data (불완전 자료에 대한 Metropolis-Hastings Expectation Maximization 알고리즘 연구)

  • Cheon, Soo-Young;Lee, Hee-Chan
    • The Korean Journal of Applied Statistics
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    • v.25 no.1
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    • pp.183-196
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    • 2012
  • The inference for incomplete data such as missing data, truncated distribution and censored data is a phenomenon that occurs frequently in statistics. To solve this problem, Expectation Maximization(EM), Monte Carlo Expectation Maximization(MCEM) and Stochastic Expectation Maximization(SEM) algorithm have been used for a long time; however, they generally assume known distributions. In this paper, we propose the Metropolis-Hastings Expectation Maximization(MHEM) algorithm for unknown distributions. The performance of our proposed algorithm has been investigated on simulated and real dataset, KOSPI 200.

The Impact of Consumers' Should-expectation and Will-expectation on Consumer Satisfaction: Focusing on Emotional and Rational Expectancy Disconfirmation (규범적 기대와 예언적 기대가 소비자 만족에 미치는 영향: 감정적 vs. 이성적 기대불일치를 중심으로)

  • Park, Do-Hyung;Lee, Dongwon;Chung, Jaekwon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.7
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    • pp.245-255
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    • 2016
  • Consumer expectation is divided into rational and emotional components with regard to the experience of products or services. The purpose of this study is to investigate the relationship between these two types of expectations and consumer satisfaction. For the theoretical framework, we use the dual expectation theory with respect to the should-expectation and will-expectation, and verify their effects on consumer satisfaction. The findings of this study imply that under rational expectation, consumer satisfaction increases when the result of their experience exceeds their expectation and the impact is stronger when the will-expectation is satisfied. Under emotional expectation, consumer satisfaction increases when the should-expectation exceeds the result of the actual performance, but decreases when there is disaccord between the will-expectation and performance. For emotional-based expectation, the impact on consumer satisfaction is stronger for should-expectancy disconfirmation than for will-expectancy disconfirmation.

The Relationship between Patients' Expectations of Treatment Effect and Clinical Outcome in a Trial of Acupuncture for Hypertension (고혈압 침 임상연구에서 환자의 기대치와 치료효과 간의 상관관계)

  • Kim, Junbeom;Liu, Yan;Kim, Jung-Eun;Park, Ji-Eun
    • Journal of Acupuncture Research
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    • v.33 no.4
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    • pp.33-38
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    • 2016
  • Objectives : To identify potential correlation between patients' expectations and clinical outcome in a randomized control study of acupuncture. Methods : In a clinical trial of acupuncture for hypertension, 60 participants with pre and mild hypertension were randomized into an acupuncture group and a control group. After randomization, all participants were asked to rate their expectation for the intervention on a scale of 0 to 10. To analyze the effect of expectation on clinical outcome, change of blood pressure was compared between high and low expectation groups. Results : There was no significant difference of baseline blood pressure between low expectation group and high expectation group. Proportion of acupuncture group and control group was also not different between low and high expectation groups (p = 0.638). The change of systolic blood pressure was -1.55 mmHg in low expectation group and -3.07 mmHg in high expectation group, and it was not significantly different (p = 0.54). There was no significant difference in the change of diastolic blood pressure between two groups (p = 0.58), with -3.24 mmHg in low expectation group and -2.34 mmHg in high expectation group. Conclusion : In this study, the expectation of intervention (including acupuncture treatment) was not associated with the effect of intervention.

Analysis of Demographic Backgrounds on Factory Foodservice Quality for Employee Grouped by Working Types (사업체 급식서비스 품질의 인구통계적 변인에 따른 비교분석)

  • Kim, Sin-Ja;Kim, Myeong-Ae
    • Journal of the Korean Dietetic Association
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    • v.7 no.4
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    • pp.397-409
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    • 2001
  • The purposes of this study were to identify customer expectation, perception and satisfaction of foodservice quality to analyze the influencing factors on foodservice quality and finally to provide basic information for the improvement of foodservice quality. A survey of 4 factory foodservices was undertaken and detailed information was collected from 675 respondents. Statistical data analysis was completed using the SPSS package program for descriptive analysis, t-test and one-way ANOVA. Male had higher scores than female in perceptions of foods and services, and the differences were statistically significant. As analysis of expectation, perception and satisfaction result of age, expectation and perception were statistically significant, and mostly expectation and perception increased according as age increased. Expectation and perception showed statistical differences by marital status. Married people had higher scores in expectation and perception of food and service than single. According to family type, respondents living alone showed lower scores in expectation and perception of food and service than those living with family or relatives. Conversely, living alone had high expectation on service. As analysis of work type, office workers showed higher scores of service expectation, food and service perception than production workers. As education level increased, food and service expectation and perception increased mostly. As analysis of work post, food and service expectation and perception increased as work post raised. Meanwhile, married people had higher scores in service quality of satisfaction than single. Result of the study can be summarized as follows the analysis of expectation, perception and satisfaction of foodservice quality, the Quadrant of food and service quality expectation and perception according to demographic variables. Expectation, perception and satisfaction scores of foodservice attributes according to work type. The distribution of attributes with satisfyingly significant difference in grid.

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The Effect of Consumers' Should-expectation and Will-expectation on Consumer Satisfaction: Focusing on Regulatory Focus (소비자의 규범적 기대와 예언적 기대가 소비자의 만족에 미치는 영향: 조절초점 성향을 중심으로)

  • Park, Do-Hyung;Chung, Jaekwon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.12
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    • pp.8462-8471
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    • 2015
  • It is widely known that consumer satisfaction, as well as consumer voice and loyalty, affect firms' performance. Prior studies on consumer satisfaction have focused on expectancy disconfirmation theory and its effects on satisfaction related to disconfirmation with consumer expectation and with perceived performance. This study classified consumer expectation into should-expectation and will-expectation, and investigated how disconfirmation with these expectations affects consumer satisfaction differently based on regulatory focus. Specifically, for promotion-focused consumers, disconfirmation of will-expectation has a more significant influence on consumer satisfaction than that of should-expectation. For prevention-focused consumers, disconfirmation of should-expectation has a more significant influence on consumer satisfaction. The results of this study provide academic insights that not only generic expectation (will-expectation) but also should-expectation play an important role in determining consumer satisfaction according to regulatory focus. In addition, it is expected that the findings can be used as a guide to manage consumer expectation in practice.

A Theoretical Study on Clothing Satisfaction Model (의복 만족 모형 구성을 위한 이론적 연구)

  • Hoag Keum Hee;Rhee Eun Young
    • Journal of the Korean Society of Clothing and Textiles
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    • v.16 no.3 s.43
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    • pp.223-232
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    • 1992
  • The ultimate purpose of this study is to build a model on clothing satisfaction which extends the consumer satisfaction model by unifying the exportation antecedents. In the literature study, it is proposed to clarify the concepts on the clothing satisfaction, and to investigate the present paradigms of the consumer satisfaction. It is widely accepted by the clothing researchers that the clothing satisfaction is a comparative process in which the evaluation criteria are used to judge the clothing product and to access the disconfirmation. In the Disconfirmation paradigm, the role of the expectation is very important. We propose to classify the expectation into the expective expectation and the normative expectation. The normative expectation applies when the investment cost and effort are considered. The expectation is shown to be affected by the expectation antecedents of the product characteris-tics, the situation characteristics, and the consumer characteristics. We investigate in detail those clothing satisfaction determinants and their measurement methods. Then, we build a clothing satisfaction model by the disconfirmation paradigm which is composed of the expectation antecedents, the expectation (expective expectation, normative expectation), the perceived clothing product performance, and the disconfirmation.

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Survey on Expectation of Korean Medicine Treatment in 39 Cases by Traffic Accident (교통사고 환자 39예에 대한 한방치료 기대도 조사)

  • Cho, Sung-Woo
    • Journal of Korean Medicine Rehabilitation
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    • v.23 no.3
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    • pp.187-199
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    • 2013
  • Objectives The purpose of this study was to measure the expectation of patients visiting the Korean medical hospital for treatment from traffic accident (TA). Methods The data were collected with a questionnaire for about 1 year. The subjects were 39 patients who hospitalized in Korean Medical Hospital after TA. All data were analyzed using SPSS (Statistical Package for the Social Science) program to analyze. Results Acupuncture (8.36) had the highest expectation degree which was followed by Herbalmedicine (8.32), Pharmocoacupuncture (8.14). There were no significant differences in the expectation degree with sex, age, education, occupation. The patients who had experienced Korean medicine treatment had high expectation degree in Pharmocoacupuncture and Herbalmedicine. And the expectation was different significantly (p<0.05). Conclusions The expectation of TA patients was high in Acupucture and Herbalmedicine. The group experienced korean medical treatment before had high degree of expectation in Palmacoacupuncture and Herbalmedicine.

A Study on the Transition to Parenthood Expectation on Reward/Cost and Martial Relation of First Pregnant Women (초임부의 부부관계와 부모기전이 보상/비용기대감에 관한 연구)

  • 김양희
    • Journal of Families and Better Life
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    • v.17 no.3
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    • pp.1-16
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    • 1999
  • This study focuses on the beginning of transition to parenthood expectation and applies the exchange theory in order to examine reward and cost of transition to parenthood expectation and picks up the main cause effecting it. This study conducted structured questionnaires to total 330 first pregnant women and examined descriptive statistics and t-test F-test analysis by using collected data. And here are the result of research. First the transition to parenthood expectation expected rewards much more than costs and had much importance on individual aspects in parenthood. The more were they aged hardly educated and housewives the higher did they showed expectation of reward. The less did they have high education the more did they expect costs of the transition to parenthood expectation. Second to examined the reward/cost of transition to parenthood expectation according to martial satisfaction the more did they have martial satisfaction the more did they expectation of the rewa ds on transition to parenthood expectation. On the contrary the more did they respect from husbands the less did they cost of transition to parenthood expectation. This study would be helpful to lead family life having childbirth to the positive way be examining the process from childbirth plan to delivery. Also it will be applicable to seek for the methods to help would-be parents as basic data on material on education about transition to parenthood.

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Towards Understanding the Value of a Loyal Customer in Electronic Commerce: An Expectation-Disconfirmation Theory (전자상거래에서 충성고객 가치에 대한 이해: 기대 불일치 이론을 중심으로)

  • Coo, Chulmo;Koh, Chang E.;Lee, Dae Yong;Lee, Cheong-Ho
    • Knowledge Management Research
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    • v.9 no.2
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    • pp.129-146
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    • 2008
  • Customers' evaluation of Website with satisfaction is critical in electroniccommerce. Previous research has studied in a distinct approach; especially IT oriented constructs-perceived usefulness, easy of use and marketing oriented constructs-product, shopping experience, service quality. Despite those important previous studies regarding the usage and the purchase of goods and services, how consumers are satisfied and why consumers leave Web sites without purchasing have not been extensively researched. This study explored those determinants of consumer satisfaction with Web site using expectation-disconfirmation theory (EDT). The present paper extends the range of EDT from antecedents of expectation to consequence of satisfaction. The result suggests that experience and familiarity has an impact on expectation as well as perceived performance and satisfaction. Second, higher expectation makes a negative impact on disconfirmation of expectation. Third, positive disconfirmation of expectation makes a positive impact on satisfaction. Forth. satisfaction produces loyalty and repurchasing intention. Finally, loyal customer has stronger intention to repurchase than satisfied customer.

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The Mediating Effect of Narcissism on the Relationship between Paternal.Maternal Psychological Control, Over-Expectation, and Adolescent Aggression (부.모의 심리적 통제 및 과잉기대가 청소년의 공격성에 미치는 영향: 자기애의 매개효과를 중심으로)

  • Yoon, Eon-Jung;Kim, Kyong-Yeon
    • Journal of the Korean Home Economics Association
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    • v.48 no.8
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    • pp.67-76
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    • 2010
  • The major purpose of this study was to explore mediating effects of narcissism on the relationship between paternal maternal psychological control, over-expectation, and adolescent aggression. This study's participants were 678 boys and girls selected from second and third graders at middle schools in Busan. The major findings were as follows. First, there were gender differences in paternal psychological control, fathers' over-expectation, mothers' over-expectation, and adolescents' overt aggression. Second, boys' overt aggression indirectly affected fathers' psychological control and mothers' over-expectation through boys' narcissism. Third, girls' relational aggression indirectly affected fathers' psychological control and mothers' over-expectation through girls' narcissism and directly affected fathers' psychological control. Finally, girls' overt relational aggression indirectly affected fathers' and mothers' over-expectation through girls' narcissism.