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DIPS: Optimal Dynamic Index for Poisson $\boldsymbolπ$ps Sampling

Year: 2024
Type: preprint
Abstract: This paper addresses the Poisson $π$ps sampling problem, a topic of significant academic interest in various domains and with practical data mining applications, such as influence maximization. The problem includes a set $\mathcal{S}$ of $n$ elements, where each element $v$ is assigned a weight $w(v)$ reflecting its importance. The goal is to generate a random subset $X$ of $\mathcal{S}$, where each element $v \in \mathcal{S}$ is included in $X$ independently with probability $\frac{c\cdot w(v)}{\sum_{v \in \mathcal{S}} w(v)}$, where $0
Language: English
Open Access status: green
OpenAlex ID: W4405903285
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