A model for cooperative scientific research inspired by the ant colony algorithm.
other · Level V
Where this comes from
- Record sourced from PubMed, PMID 35085346.
- Also identified by DOI 10.1371/journal.pone.0262933 and PMC identifier 8794102.
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Abstract
Modern scientific research has become largely a cooperative activity in the Internet age. We build a simulation model to understand the population-level creativity based on the heuristic ant colony algorithm. Each researcher has two heuristic parameters characterizing the goodness of his own judgments and his trust on literature. We study how the distributions of contributor heuristic parameters change with the research problem scale, stage of the research problem, and computing power available. We also identify situations where path dependence and hasty research due to the pressure on productivity can significantly impede the long-term advancement of scientific research. Our work provides some preliminary understanding and guidance for the dynamical process of cooperative scientific research in various disciplines.
Medical subject headings
- Algorithms
- Computer Simulation
- Internet
- Models, Theoretical
- Research