• Title/Summary/Keyword: hypotheses testing

Search Result 408, Processing Time 0.021 seconds

Simple hypotheses testing for the number of trees in a random forest

  • Park, Cheol-Yong
    • Journal of the Korean Data and Information Science Society
    • /
    • v.21 no.2
    • /
    • pp.371-377
    • /
    • 2010
  • In this study, we propose two informal hypothesis tests which may be useful in determining the number of trees in a random forest for use in classification. The first test declares that a case is 'easy' if the hypothesis of the equality of probabilities of two most popular classes is rejected. The second test declares that a case is 'hard' if the hypothesis that the relative difference or the margin of victory between the probabilities of two most popular classes is greater than or equal to some small number, say 0.05, is rejected. We propose to continue generating trees until all (or all but a small fraction) of the training cases are declared easy or hard. The advantage of combining the second test along with the first test is that the number of trees required to stop becomes much smaller than the first test only, where all (or all but a small fraction) of the training cases should be declared easy.

Fuzzy Hypotheses Testing of Likert Fuzzy Scale (리커트 퍼지 척도에 대한 퍼지 가설검정)

  • Kang Man-Ki;Lee Chang-Eun;Chio Gue-Tak
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.15 no.5
    • /
    • pp.533-537
    • /
    • 2005
  • A Likert scale is an often used questionnaire format. It requests respondents to specify their level of agreement to each of a list of statements. A typical question using a five-point Likert scale might make a statement. The results shows vague values. We have five-point fuzzy membership function by fuzzy valued three-point for the question and fuzzy hypothesis test the membership function by 95% confidence interval.

Size of Test for Dimensionality in Discriminant Analysis

  • Hwang, Chang-Ha
    • Journal of the Korean Data and Information Science Society
    • /
    • v.6 no.2
    • /
    • pp.9-15
    • /
    • 1995
  • In discriminant analysis the procedures commonly used to estimate the dimensionality involve testing a sequence of dimensionality hypotheses. There is a problem with the size of the test since dimensionality hypotheses are tested sequentially and thus they are actually conditional tests. The focus of this paper is "How is the size of the test affected by viewing this sequence of tests as conditional tests?".

  • PDF

승용차유통경로에서 딜러의 협력, 갈등, 성과 간의 관계에 관한 연구

  • 계도원
    • Journal of Distribution Research
    • /
    • v.1 no.1
    • /
    • pp.109-127
    • /
    • 1996
  • The purpose of this study was to represent hypotheses of the interrelationship of the level of cooperation, conflict, and performance and to report the findings testing the hypotheses in car channels. This study provides some general guidance toward better cooperation, conflict, and performance management. The results indicate that noncoercive bases of power and dependence hale a positive effect on cooperation, while the proposed inverse relationship between coercive bases of power and cooperation is not statistically significant. Coercive bases of power have a positive effect on conflict, while conflict is not statistically significant for noncoercive bases of power, dependence, and cooperation. Finally, cooperation has a positive effect on dealer performance, but conflict has a negative effect on dealer performance.

  • PDF

A Modeling of Residential Mobility over Family Life Span by the Social Class (사회 계층에 따른 가족생활주기별 주거이동모형 연구)

  • 윤복자
    • Journal of the Korean Home Economics Association
    • /
    • v.30 no.4
    • /
    • pp.153-165
    • /
    • 1992
  • The objectives of this study were to develop a probabilistic model for both hypotheses testing and mobility prediction. Methodologies being used for the analysis include multivariated analysis for descriptive statistics and logit model for hypotheses testing and prediction. The study used questionaire survey data conducted by Korean Research Institute for Human Settlements (KRIHS) in 1988. There were a total of 1,620 Samples, and both SPSS and Limdep software packages were used for statistical analysis and model testing. The major findings were highlighted as follows; The residential mobility over family life span by the social class were developed with the use of the probability model. Most of households in low class moved downwardly. They had lived the small-owned single detached house in first family life span and moved into the small-rented single detached house in next family life span. Most of households in middle class moved upwardly. They had lived the small-owned apartment in first family life span and moved into the large-owned single detached house in last family life span. Most of households in high class horizontally. They had lived the large-owned single detached house in first family life span and moved into the same one except in last family life span.

  • PDF

A Goodness of Fit Approach for Testing NBUFR (NWUFR) and NBAFR (NWAFR) Properties

  • Mahmoud, M.A.W.;Alim, N.A. Abdul
    • International Journal of Reliability and Applications
    • /
    • v.9 no.2
    • /
    • pp.125-140
    • /
    • 2008
  • The new better than used failure rate (NBUFR), Abouammoh and Ahmed (1988), and new better than average failure rate (NBAFR) Loh (1984) classes of life distributions, have been considered in the literature as natural weakenings of NBU (NWU) property. The paper considers testing exponentiality against strictly NBUFR (NBAFR) alternatives, or their duals, based on goodness of fit approach that is possible in life testing problems and that it results in simpler procedures that are asymptotically equivalent or better than standard ones. They may also have superior finite sample behavior. The asymptotic normality are proved. Powers, Pitman asymptotic efficiency and critical points are computed. Dealing with censored data case also studied. Practical applications of our tests in the medical sciences are present.

  • PDF

A Study on Purchase Intention and Purchase Satisfact of Private Brand Apparel (유통업자상표 의류 구매 의도 및 구매 후 만족에 관한 연구)

  • Park, Jin-Yong
    • Journal of Global Scholars of Marketing Science
    • /
    • v.7
    • /
    • pp.339-352
    • /
    • 2001
  • The objectives of this study are 1) examining the relationship between purchase intention and purchase satisfaction and 2) identifying the antecedents of purchase satisfaction of private brand apparel. For testing the research model constructed with relevant perceived variables of pre-purchase and post-purchase, survey methods were adopted two times. The hypotheses of the positive relationship between pre-purchase and post-purchase variables are fully supported. The other hypotheses are supported, except the hypotheses of the effects of perceived risk on perceived value in both pre-purchase and post-purchase situation.

  • PDF

A Study on the Causal Model between QCC Activities and Performance (품질분임조 활동 및 성과에 관한 인과모형 연구)

  • Choi, Cheon-Kyu
    • Journal of Korean Society for Quality Management
    • /
    • v.33 no.4
    • /
    • pp.42-54
    • /
    • 2005
  • This paper has the purpose to find out the causal model between QCC activities and performance. This study consists of four hypotheses. First, QCC teamwork has positive influence on QCC performance. Second, QCC atmosphere has positive influence on QCC performance. Third, QCC autonomy has positive influence on QCC performance. Fourth, this causal model is appropriate for representing the relationship between QCC activities and performance. The results of hypothesis testing are as follows. The first and the fourth hypotheses are adopted. The second and the third hypotheses are rejected. Therefore, QCC teamwork will accelerate QCC activities more than atmosphere and autonomy of QCC.

Impacts of E-Intermediary Use on Export Performance: A Resource Based View Perspective

  • Cho, Hyuk-Soo
    • Journal of Information Technology and Architecture
    • /
    • v.10 no.1
    • /
    • pp.13-22
    • /
    • 2013
  • The Internet has motivated firms to participate in electronic commerce. With the development of electronic commerce, SMEs (small- and medium-sized enterprises) may be forced to use e-intermediaries in export marketing. This study aims at assessing e-intermediaries in various aspects. Empirical and theoretical studies are conducted to investigate determinants and effects of eintermediary use in export marketing. Based on resource-based view (RBV), the study develops a conceptual model that can address the question of which international competence and export performance are closely related to e-intermediary use by SMEs. Based on literature review and theoretical foundations, this study made four hypotheses. With AMOS, structural equation modeling (SEM) was used for testing four hypotheses. The empirical findings support all hypotheses. Last, this study suggests examining comprehensive internal and external factors in terms of e-intermediary use as an interesting topic for future research.

Bayesian One-Sided Hypothesis Testing for Shape Parameter in Inverse Gaussian Distribution

  • Kang, Sang-Gil;Kim, Dal-Ho;Lee, Woo-Dong
    • Journal of the Korean Data and Information Science Society
    • /
    • v.19 no.3
    • /
    • pp.995-1006
    • /
    • 2008
  • This article deals with the one-sided hypothesis testing problem in inverse Gaussian distribution. We propose Bayesian hypothesis testing procedures for the one-sided hypotheses of the shape parameter under the noninformative prior. The noninformative prior is usually improper which yields a calibration problem that makes the Bayes factor to be defined up to a multiplicative constant. So we propose the objective Bayesian hypothesis testing procedures based on the fractional Bayes factor, the median intrinsic Bayes factor and the encompassing intrinsic Bayes factor under the reference prior. Simulation study and a real data example are provided.

  • PDF