reservoir sampling

Model Perspective

Mar 20, 2025 · Big Data

How to Sample Effectively in the Big Data Era: Methods and Best Practices

This article explores essential sampling strategies for big‑data environments—including simple random, reservoir, stratified, oversampling, undersampling, and weighted sampling—detailing their principles, algorithmic steps, advantages, drawbacks, and suitable application scenarios to help analysts choose the right method.