111年第1學期-1580 抽樣調查 課程資訊
本課程名額為 70人，已有86 人選讀，尚餘名額-16人。
This course is aimed to learn and understand several important sampling schemes conducted in survey and major statistical applications. These sampling schemes include simple random sampling, stratified sampling, two-stage sampling, ratio and regression estimation, sampling with unequal probabilities. For the sampling process, the course deliver the detailed concepts and also statistical steps for carrying out the sampling and derive estimation using the samples. Some computational skills may require to be familiar with for doing the sampling analysis. Some modern sampling techniques or methods maybe further introduced in the course, such as bootstrap and jack knife.
Sampling is widely used in the modern world. The statistical offices of many nations have sample surveys conducted on topics of interest such as unemployment, size of labor force etc.. Furthermore, sample surveys are often conducted by company on topics of the behavior of consumers.
Sampling design determines the precision of the estimates. Thus, the way a sample is drawn is as important as the mathematical form of the estimator. Sample design consists of both a sample selection plan and an estimation procedure. In this course, we shall ﬁrst deﬁne population, sampling units (primary, secondary, etc.); then introduce many sampling schemes, such as simple random sampling (with or without replacement), stratiﬁed sampling (optimum allocation of sampling units to various strata), multistage sampling (e.g. two-stage stratiﬁed cluster sampling), systematic sampling, double sampling, and sampling with unequal probabilities (with or without replacement). We shall also introduce ratio estimator, regression estimator, and poststratiﬁcation estimators.
Finally, we shall derive the variances of the proposed estimators and the estimators of their variances. For estimating the variance of the estimators, the topics of Jackknife method and bootstrap method are also included in this course.
Office Hour地點: 管理學院 M436 或 Teams Hours: Mon. Session 4, 5 (星期一 第4, 5節) Tue. Session 5 (星期二 第5節) Wed. Session 5 (星期三 第5節)
Sampling: Design & Analysis 2/e
+年份：2010 年2 版