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Understanding the Irish Famine Using Deep Neural Networks and Protolanguage (2017)
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Drawing from historical records and archaeological data, we used multilayer neural networks to construct a sociocultural model of the Irish Famine. We found that Capital Exchange optimization for non-elites frequently contained polynomial-time mappings to the Assignment and Knapsack problems (which are both NP-hard). However, we only occasionally encountered nontrivial instances of these mappings when the same algorithms were applied to elites. That pattern of asymmetric computational...