Sampling

Sampling is the process of selecting samples or discrete data points from a population or continuous signal according to defined rules. In statistics, sampling is used to infer population characteristics from partial data. In signal processing, it refers to converting a continuous signal into a discrete sequence. In machine learning, sampling is used to generate training data or draw samples from probability distributions. The choice of sampling method directly affects the representativeness and accuracy of results.