Linear counting is a straightforward approach to estimating the number of elements in a set using a bloom filter. By tracking the number of zeros in a bit array, it provides a probabilistic estimate of cardinality, though it tends to overestimate due to hash collisions. This method shines in scenarios with small cardinalities, making it a valuable tool for developers looking to optimize memory usage while managing data.
