• Title/Summary/Keyword: multistage sampling

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Sample size determination using design effect formula for repeated surveys (반복조사에서 설계요소를 반영한 표본수 결정)

  • Park, Inho;Hwang, Hyeon Gil
    • The Korean Journal of Applied Statistics
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    • v.32 no.4
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    • pp.643-652
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    • 2019
  • We propose a method for sample size determination using design effect formulas when a sample is resigned for a repeated survey. The proposed method enables the determination of the sample size by incorporating the impact of various design components to the sampling error through design effect formulas that are applicable under multistage sampling design and stratified multistage sampling designs.

Multistage Point and Confidence Interval Estimation of the Shape Parameter of Pareto Distribution

  • Hamdy, H.I.;Son, M.S.;Gharraph, M.K.;Rashad, A.M.
    • Communications for Statistical Applications and Methods
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    • v.10 no.3
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    • pp.1069-1086
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    • 2003
  • This article presents the asymptotic theory of triple sampling procedure as pertain to estimating the shape parameter of Pareto distribution. Both point and confidence interval estimation are considered within the same inference unified framework. We show that this group sampling technique possesses the efficiency of Anscome (1953), Chow and Robbins (1965) purely sequential procedure as well as reduce the number of sampling operations by utilizing Stein (1945) two stages procedure. The analysis reveals that the technique performs excellent as far as the accuracy is concerned. The present problem differs from those considered by many authors, in multistage sampling, in that the final stage sample size and the parameter's estimate become highly correlated and therefore we adopted different approach.

Finite Population Total Estimation On Multistage Cluster Sampling

  • Geun-Shik Han;Yong-Chul Kim;Kiheon Choi
    • Communications for Statistical Applications and Methods
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    • v.3 no.2
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    • pp.161-168
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    • 1996
  • Multistage hierarchical models and Bayesian inferences about finite population total estimations are considered. Here, Gibbs sampling approach that can be used to predict the marginal posterior means needed for Bayesian inferences is proposed.

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Variance estimation for distribution rate in stratified cluster sampling with missing values

  • Heo, Sunyeong
    • Journal of the Korean Data and Information Science Society
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    • v.28 no.2
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    • pp.443-449
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    • 2017
  • Estimation of population proportion like the distribution rate of LED TV and the prevalence of a disease are often estimated based on survey sample data. Population proportion is generally considered as a special form of population mean. In complex sampling like stratified multistage sampling with unequal probability sampling, the denominator of mean may be random variable and it is estimated like ratio estimator. In this research, we examined the estimation of distribution rate based on stratified multistage sampling, and determined some numerical outcomes using stratified random sample data with about 25% of missing observations. In the data used for this research, the survey weight was determined by deterministic way. So, the weights are not random variable, and the population distribution rate and its variance estimator can be estimated like population mean estimation. When the weights are not random variable, if one estimates the variance of proportion estimator using ratio method, then the variances may be inflated. Therefore, in estimating variance for population proportion, we need to examine the structure of data and survey design before making any decision for estimation methods.

Measuring stratification effects for multistage sampling (다단추출 표본설계의 층효율성 연구)

  • Taehoon Kim;KeeJae Lee;Inho Park
    • The Korean Journal of Applied Statistics
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    • v.36 no.4
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    • pp.337-347
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    • 2023
  • Sampling designs often use stratified sampling, where elements or clusters of the study population are divided into strata and an independent sample is chosen from each stratum. The stratification strategy consists of stratification and sample allocation, which are important issues that are repeatedly considered in survey sampling. Although a stratified multistage sample design is often used in practice, the literature tends to discuss simple sampling in terms of stratum effects or stratum efficiency. This study examines an existing stratum efficiency measure for two-stage sampling and further proposes additional stratum efficiency measures using the design effect model. The proposed measures are used to evaluate the stratification strategy of the sample design for high school students of the 4th Korean National Environmental Health Survey (KoNEHS).

Design and Implementation of Multistage Database for Shipboard by using Data Sampling (데이터 샘플링을 이용한 선박용 다단 데이터베이스 설계 및 구현)

  • Seo, Jeong-Min;Hwang, Hun-Gyu;Lee, Seong-Dae;Lee, Jang-Se;Jang, Kil-Woong;Park, Hyu-Chan
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.15 no.5
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    • pp.1111-1118
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    • 2011
  • Several data from equipments on shipboard have been used for the safe navigation of ships. Due to the varieties of data, however, there may be difficulties to manage those data separately. Therefore, it can be effective to develop database for the integrated management of ship data. However, the database may become full soon because huge amount of data are saved continuously. To cope with this problem, this paper proposes multistage database which can always keep the database under full by means of sampling mechanism. To verify the functionality of the methodology, a prototype system has been implemented and tested.

A Design Method of Multistage FIR Filters for Sampling Rate Converters (표본화 속도 변환기용 다단 FIR 필터의 설계방법)

  • Baek, Je-In
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.47 no.1
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    • pp.150-158
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    • 2010
  • Filtering is necessary for the SRC(sample rate converter), that is used to change the sampling rate of a digital signal. The larger the conversion ratio of the sampling rate becomes, the more signal processing is needed for the filter, which means more complexity on realization. Thus it is important to reduce the amount of signal processing for the case of substantial conversion ratios. In this paper it is presented an efficient design method of a multistage FIR(finite impulse response) filter, with which the rate conversion occurs in stages rather than in one step. In this method, filter searching is performed exhaustively over all possible factorization of the conversion ratio, and also the filter complexity is measured based on direct realization rather than on estimation. It has been shown a designed multistage filter to have a less number of multiplications for filtering operation in comparison with a conventionally designed one. It has also been found that by allowing some variations of the filter architecture such as a halfband filter or a filter with multiple transition bands, the number of multiplications can be reduced further.

A Study on the Multistage Screening Procedure when Inspection Errors are Present (검사 오류를 고려한 다단계 선별절차에 관한 연구)

  • Kwon, Hyuck-Moo;Kim, Young-Jin
    • Journal of Korean Society for Quality Management
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    • v.33 no.4
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    • pp.88-95
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    • 2005
  • Multistage screening is a common practice when a component has a critical effect on the function of the assembly. A defect in a component might incur malfunction of an electronic device, resulting in a great amount of loss. Multistage screening, including duplicated screening inspections, may provide a good solution for this problem when inspection errors are present. In the company studied here, the manufacturing process of the multiple layer chip capacitor includes two-stage screening. In the first stage, screening inspection is performed repeatedly until no defects are found in the lot. In the second stage, sampling inspection is performed by a group of experts prior to shipment. In this article, we review the procedure used in the field and suggest a revised model of the multiple screening procedure and solution method for this situation. The usefulness of the proposed model is discussed through a practical example.

Understanding Complex Design Features via Design Effect Models (설계효과모형을 통한 설계요소의 유용성 이해)

  • Park, Inho
    • The Korean Journal of Applied Statistics
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    • v.28 no.6
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    • pp.1217-1225
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    • 2015
  • Survey research, data is commonly collected through a sample design with complex design features that allow the relative efficiency on the precision of an estimator to be measured using the concept of the design effect compared to simple random sampling as a reference design. This concept is most useful when the design effect can be expressed as a function of various design features. We propose a design effect formula suitable under a stratified multistage sampling by generalizing Gabler et al. (1999, 2006)'s approaches for multistage sampling. Its use can either guide improvement in the design efficiency when in design stage or enable the evaluation of the adopted design features afterwards.

A Study for Time Standard Estimation with Activity Sampling Method (가동샘플링기법에 의한 표준시간추정에 관한 연구)

  • 이근희
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.6 no.9
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    • pp.1-5
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    • 1983
  • This study takes over the application of survey sampling theory to activity sampling and the application of activity sampling to time standard estimation. Cluster, stratified, and multistage sampling are studied in conjunction with random and systematic sampling. Estimation procedures that will maximize the information obtained per cost expended on the study and specification of the procedure to be used to estimate the accuracy of the estimates for the adopted procedure are considered. The use of multiple regression md linear programming to estimate standard element performance time from typical job lot production data is also considered.

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