The digital availability of the very large data collections from various historical and modern sources describing jigsaw pieces of the lives of individuals, challenges for new methods and approaches to realize large-scale life cycle and population reconstruction. Methods are needed that are capable of weighting all pieces of available information from a wide range of sources while considering contemporary and local circumstances. Such an approach may resemble the intelligent human reasoning in handling fuzzy, variable, erroneous and missing data.
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