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相关概念视频

Data Collection by Survey01:07

Data Collection by Survey

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The systematic method of obtaining and analyzing accurate information of a population is called data collection. A survey is a standard method of data collection that involves collecting information from a target human population about their experience, opinion, or knowledge of a product, service, or process. The responses are recorded and interpreted. The most common survey examples are written questionnaires, face-to-face or telephonic conversations, focus groups, and electronic (e-mail or...
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Synthetic Biology02:55

Synthetic Biology

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Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
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Types of Surveys01:27

Types of Surveys

35
Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
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Surveys02:16

Surveys

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Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
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Stratified Sampling Method01:16

Stratified Sampling Method

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Sampling is a technique to select a portion (or subset) of the larger population and study that portion (the sample) to gain information about the population. The sampling method ensures that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a stratified sample, divide the population into groups called strata and then take a...
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Data Collection by Observations01:08

Data Collection by Observations

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Data collection refers to a systematic way of obtaining, observing, measuring, and analyzing accurate information. Observational studies are one of the most widely used methods of data collection. It involves collecting data by observing the behavior and physical characteristics of a sample without making any modifications to the sample.
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
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完全合成的数据用于复杂的调查.

Shirley Mathur1, Yajuan Si2, Jerome P Reiter3

  • 1Department of Statistics, B-313 Padelford Hall, University of Washington, Seattle, WA 98195-4322.

Survey methodology
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PubMed
概括
此摘要是机器生成的。

统计机构可以从复杂的调查设计中创建完全合成的数据. 这种方法使用加权的贝叶斯式启动和多重归咎来强有力的公开发布机密信息.

关键词:
在 Bootstrap 中使用 Bootstrap.机密性 机密性 机密性披露 披露 披露 披露隐私 隐私 隐私 隐私 隐私 隐私权重 权重 权重 权重 权重

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科学领域:

  • 统计 统计 统计 统计
  • 数据科学数据科学数据科学
  • 调查方法 调查方法

背景情况:

  • 发布保密调查数据供公众使用是一项挑战.
  • 统计机构需要方法来生成保护隐私的合成数据.
  • 现有的方法可能无法完全解释复杂的调查设计.

研究的目的:

  • 提出一种新的方法,从复杂的抽样设计的调查中生成完全合成的数据.
  • 确保合成数据准确地反映了原始数据的分析属性.
  • 为了方便使用合成数据进行分析的方差估计.

主要方法:

  • 使用加权有限人口贝叶斯式引导来处理调查权重生成伪人口.
  • 从伪人口中抽取简单的随机样本来估计合成模型.
  • 采用两种数据生成策略的多重归算来进行差异估计.
  • 为每个策略制定和呈现多重归算结合规则.

主要成果:

  • 拟议的方法从复杂的调查中生成完全合成的数据,适合公开发布.
  • 模拟研究证明了多重归算结合规则的重复采样特性.
  • 对比显示了有利的结果与基于伪概率方法的合成数据生成.
  • 这种方法成功地应用于美国社区调查数据.

结论:

  • 拟议的方法为创建完全合成的调查数据提供了一个统计学上合理的方法.
  • 这有助于更广泛地传播有价值的数据,同时保护受访者保密性.
  • 该方法强大,可适应各种复杂的调查设计.