• Title/Summary/Keyword: too small sample size

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Development of A Lot Quality Assurance and Inspection Cost Estimation System for Process-Centered Inspections (공정 중심의 검사 방식에 대한 로트 품질보증 및 검사비용 추정 시스템 개발)

  • Lee, Do-Kyung;Lee, Seung-Woo
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.29 no.1
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    • pp.34-40
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    • 2006
  • Many producers put sampling inspection policy into the way of their convenience. Examples of the convenience are irregular lot size and too small sample size. Because they don't use a standard sampling inspection policy, they can not guarantee the quality level of their products. In this study, we developed a user-centered design program which can calculate the AOQL of their products to their buyers in the case of irregular lot size and too small sample size. Also this program propose a linear inspection cost by Hald's model.

Sample Size Requirements in Diagnostic Test Performance Studies (진단검사의 특성 추정을 위한 표본크기)

  • Pak, Son-Il;Oh, Tae-Ho
    • Journal of Veterinary Clinics
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    • v.32 no.1
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    • pp.73-77
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    • 2015
  • There has been increasing attention on sample size requirements in peer reviewed medical literatures. Accordingly, a statistically-valid sample size determination has been described for a variety of medical situations including diagnostic test accuracy studies. If the sample is too small, the estimate is too inaccurate to be useful. On the other hand, a very large sample size would yield the estimate with more accurate than required but may be costly and inefficient. Choosing the optimal sample size depends on statistical considerations, such as the desired precision, statistical power, confidence level and prevalence of disease, and non-statistical considerations, such as resources, cost and sample availability. In a previous paper (J Vet Clin 2012; 29: 68-77) we briefly described the statistical theory behind sample size calculations and provided practical methods of calculating sample size in different situations for different research purposes. This review describes how to calculate sample sizes when assessing diagnostic test performance such as sensitivity and specificity alone. Also included in this paper are tables and formulae to help researchers for designing diagnostic test studies and calculating sample size in studies evaluating test performance. For complex studies clinicians are encouraged to consult a statistician to help in the design and analysis for an accurate determination of the sample size.

Sample Size Calculation for Cluster Randomized Trials (임상시험의 표본크기 계산)

  • Pak, Son-Il;Oh, Tae-Ho
    • Journal of Veterinary Clinics
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    • v.31 no.4
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    • pp.288-292
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    • 2014
  • A critical assumption of the standard sample size calculation is that the response (outcome) for an individual patient is completely independent to that for any other patient. However, this assumption no longer holds when there is a lack of statistical independence across subjects seen in cluster randomized designs. In this setting, patients within a cluster are more likely to respond in a similar manner; patient outcomes may correlate strongly within clusters. Thus, direct use of standard sample size formulae for cluster design, ignoring the clustering effect, may result in sample size that are too small, resulting in a study that is under-powered for detecting the desired level of difference between groups. This paper revisit worked examples for sample size calculation provided in a previous paper using nomogram to easy to access. Then we present the concept of cluster design illustrated with worked examples, and introduce design effect that is a factor to inflate the standard sample size estimates.

An Overview of Bootstrapping Method Applicable to Survey Researches in Rehabilitation Science

  • Choi, Bong-sam
    • Physical Therapy Korea
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    • v.23 no.2
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    • pp.93-99
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    • 2016
  • Background: Parametric statistical procedures are typically conducted under the condition in which a sample distribution is statistically identical with its population. In reality, investigators use inferential statistics to estimate parameters based on the sample drawn because population distributions are unknown. The uncertainty of limited data from the sample such as lack of sample size may be a challenge in most rehabilitation studies. Objects: The purpose of this study is to review the bootstrapping method to overcome shortcomings of limited sample size in rehabilitation studies. Methods: Articles were reviewed. Results: Bootstrapping method is a statistical procedure that permits the iterative re-sampling with replacement from a sample when the population distribution is unknown. This statistical procedure is to enhance the representativeness of the population being studied and to determine estimates of the parameters when sample size are too limited to generalize the study outcome to target population. The bootstrapping method would overcome limitations such as type II error resulting from small sample sizes. An application on a typical data of a study represented how to deal with challenges of estimating a parameter from small sample size and enhance the uncertainty with optimal confidence intervals and levels. Conclusion: Bootstrapping method may be an effective statistical procedure reducing the standard error of population parameters under the condition requiring both acceptable confidence intervals and confidence level (i.e., p=.05).

Simultaneous modeling of mean and variance in small area estimation

  • Kim, Myungjin;Kim, Dal Ho
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.5
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    • pp.1423-1431
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    • 2016
  • When the sample size in a certain domain is too small to produce adequate information, small area model with random effects is usually used. Also, if we do not consider an inherent pattern which data possess, it considerably affects inference. In this paper, we mainly focus on modeling to handle increased variation of the Current Population Survey (CPS) median income as the Internal Revenue Service (IRS) mean income increases. In a hierarchical Bayesian framework, most estimations are carried out through the Gibbs sampler while the grid method is used to generate parameters from non-standard form. Numerical study indicates that the performance of proposed model is better than that of CPS method in terms of four comparison measurements.

Definition of Success According to Women Entrepreneur in Malang, Indonesia

  • PRAJAWATI, Maretha Ika;WAHJOEDI, Wahjoedi;WAHYONO, Hari;SUNARYANTO, Sunaryanto
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.9
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    • pp.747-753
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    • 2020
  • This study aims to interpret the meaning of a successful entrepreneur from the perspective of women entrepreneurs in Malang, Indonesia. This research offers a phenomenological approach using purposive sampling. Data was collected by in-depth interviews using structured questionnaire with registered women entrepreneurs in Malang obtained from MSMEs (micro small and medium-sized enterprises) entrepreneurs. The 'continually developing' is one of the meanings of a successful entrepreneur. This study also found that success is when what women do can be useful to others. Besides, the meaning of success has two criteria, i.e., when they can meet their needs (individual satisfaction) and social performance as a goal to be achieved by entrepreneurs. The motivation of women entrepreneurs to establish their venture was not only financial returns, but also personal satisfaction, which was also the indicator of entrepreneurial success for women. This study has several limitations. First, our sample size is too small and consists of entrepreneurs that have an average age above 40 years. Hopefully, further research will be able to generalize our findings to a broader sample in various industries outside the city of Malang. As our research shows, the criteria and meaning of success may be different for a larger sample of entrepreneurs.

X-Ray Diffraction Measurements of Ion-Irradiated Graphite

  • Kim, Dae-Jong;Jang, Chang-Heui;Kim, In-Sup;Kim, Eung-Seon;Chi, Se-Hwan
    • Proceedings of the Korean Nuclear Society Conference
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    • 2005.05a
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    • pp.411-412
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    • 2005
  • There are some differences as a result of comparison between internal and external standard method. Thin-film XRD was used to measure the thin damaged layer by proton irradiation. Experiment was performed by external standard method to measure bulk sample accurately. A little changes of crystallite size and lattice parameter by small dose were observed. X-ray penetrates too deeply above damaged layer of graphite despite of small X-ray incident angle.

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On the Feasibilty of Milled Sanders as a New Extender for Plywood Glue (합판접착제용(合板接着劑用) 미세목분증량제(微細木粉增量劑)에 관(關)한 연구(硏究))

  • Ahn, Kee-Woo
    • Journal of the Korean Wood Science and Technology
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    • v.1 no.2
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    • pp.3-10
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    • 1973
  • This study was carried out to examine the characeristics of waste sanders(S)from. plywood and pre-finishing plywood surface sanding and double saw finishing, as a new extander in urea-formaldehyde resin(UFR) in plywood adhesive, and to focus, adhesive strength using the glue extended with milled sanders(MS) as extender, leveling the optimum amount of MS to be added, and examining the physical properties of glue extended MS & S. Also economical good feasibility of substitution for wheat flour(WF) with MS as a new extender is analyzed and presented in details. Selecting three standard samples of 80, 100 and 180 mesh, sorking them in distilled water at $20^{\circ}C$, 24 hours, redrying at $105^{\circ}C$ and rescreening the sample with standard screen, again, the 3 samples of 80, 100, and 180 mesh are passed 23 percent through 80 mesh sander standard sample 27 percent through on 100 mesh and only 10.9 percent through 180 mesh, respectively. The particle size of retained parts are greater in size of redried form. It seems undoubtly that particles to be extended in glue are got swollen and become greater in size and coarser in shape. The shape of fresh S particles are irregular thin needle with small scale, as shown in Figure 5. PFS are so finer than plywood S that only 9.8 percent of the S retained on 100 mest screen, 24. 30 percent on 100-160 mesh, and 65.9% on 160-180 mesh. But particle size of the fresh S is large enough to make the viscosity of glue direct extended with S too high to apply it glue spreader. The glue extended with milled sanders(MS). 3 hours milled PFS or 6 hours milled plywood S, having particle sizes shown in Tables 7 and 8, as ratio of Reain/MS/WF/water: 100/8/8/10, indicate good viscosity of 16 to 24 ps, as shown in Figure 5, for applying direct to glue spreader, have high tensile-shear strength (adhesive strength), 102.4 kp/$cm^2$, and 94 percent wood failure.

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The Factors Affecting Financial Management and Financial Satisfaction of Housewives in Seoul (도시가계의 재무관리와 재정만족도의 영향변수에 관한 연구)

  • 이상협
    • Journal of the Korean Home Economics Association
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    • v.37 no.4
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    • pp.71-84
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    • 1999
  • The purpose of this study is to examine the relationships among selected socioeconomic variables(age, household income, education duration; perceived income adequacy, gap between living standards and level), financial management and financial satisfaction. The sample size is 298 interviewee, and the unit of analysis is household in Seoul. Results of the study indicate that perceived income adequacy is significantly related to financial management. And perceived income adequacy, household income, gap between living standards and level, and age are significantly related to financial satisfaction. Although perceived income has an indirect effect on financial through financial management, but indirect effect is too small, financial management is not examined as intervening variable.

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2-Year Follow up of Balance in Stroke Patients after Myofascial Release using a Tennis Ball -Four Case Reports-

  • Hwang, Young-In;Yoon, Jang-Whon;Park, Du-Jin
    • PNF and Movement
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    • v.16 no.1
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    • pp.1-6
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    • 2018
  • Purpose: Myofascial release (MFR) is an effective treatment for improving muscle stiffness and balance in neurological patients. This study examined long-term effects of MFR on the balance ability of stroke patients. Methods: MFR using a tennis ball was applied to the lower extremity and sacroiliac joint of the affected side of four stroke patients. The four subjects performed the Berg balance scale (BBS) and Timed up and go (TUG) test at the beginning of an 8-week intervention, directly after the intervention, and 2 years later. Results: The BBS scores indicated a trend toward maintenance of balance (p=0.05), but there was no difference in the TUG time (p=0.47). Conclusion: MFR may be a clinically meaningful intervention to maintain balance in stroke patients over a long period. However, the sample size in this study was too small to draw general conclusions. A larger study with more participants is needed.