ArticleScientific reports2025
Optimization of multiple sampling for solving network boundary specification problem.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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1 citing paper in PubMed.
- A Prospective Method for the Dynamic Transformation of Structural Balance in Fully Signed Networks.Entropy (Basel, Switzerland) · 2026Article
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Abstract
Missing data caused by boundary specification has a detrimental effect on the analysis of network structures, and designing optimal sampling methods is crucial for conducting network investigations. The present study discusses the boundary specification problem in multiple surveys, and proposes a mathematical model for optimizing the sampling strategy in each independent survey. A memetic algorithm that maximizes the sample representativeness is proposed as well, and experiments have proved the effectiveness and efficiency of the proposed algorithm. Zachary's Karate Club network and three networks of migrant workers are also performed to explain the social meaning of the optimal sampling method.
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