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In this paper, we explore the application of Opt-AiNet, an immune network approach for search and optimisation problems, to learning qualitative models in the form of qualitative differential equations ... The Opt-AiNet algorithm is adapted to qualitative model learning problems, resulting in the proposed system QML-AiNet. ... Acknowledgements WP and GMC are supported by the CRISP project (Combinatorial Responses in Stress Pathways) funded by the BBSRC (award reference: BB/F00513X/1) under the Systems Approaches to Biological ...doi:10.1016/j.asoc.2014.11.008 pmid:25648212 pmcid:PMC4308000 fatcat:26u3liqxxvgjbde7dw54sexzlq