{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T11:27:34Z","timestamp":1651058854538},"reference-count":23,"publisher":"World Scientific Pub Co Pte Lt","issue":"07","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Advs. Complex Syst."],"published-print":{"date-parts":[[2013,10]]},"abstract":"<jats:p> We present a methodology that applies a machine learning technique \u2014 genetic programming \u2014 to the problem of finding plausible generative models for complex networks. We specifically apply this method to the analysis of alliance networks, a type of kinship network used by social anthropologists where nodes are groups and directed edges represent a group giving a wife to another group. Network generators are represented as computer programs. Evolutionary search is used to find programs that generate networks that best approximate real networks. The quality evaluation of a model is based on a set of network metrics with anthropological meaning. We evolve generators for seventeen real alliance networks and find that our approach is capable of generating high quality results both in terms of network similarity and human readability of the programs. We present and discuss a subset of the experimental results that highlights several interesting aspects of our findings. We believe in the applicability of the methodology to complex networks in general and propose that these are the first steps towards an artificial network scientist. <\/jats:p>","DOI":"10.1142\/s0219525913500276","type":"journal-article","created":{"date-parts":[[2014,1,27]],"date-time":"2014-01-27T06:15:07Z","timestamp":1390803307000},"page":"1350027","source":"Crossref","is-referenced-by-count":2,"title":["AUTOMATIC DISCOVERY OF AGENT BASED MODELS: AN APPLICATION TO SOCIAL ANTHROPOLOGY"],"prefix":"10.1142","volume":"16","author":[{"given":"TELMO","family":"MENEZES","sequence":"first","affiliation":[{"name":"CAMS, CNRS\/EHESS, 190 Avenue de France, Paris, F-75013, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"CAMILLE","family":"ROTH","sequence":"additional","affiliation":[{"name":"CNRS, CMB, CNRS\/HU\/MAEE, Friedrichstrasse 191, Berlin, D-10117, Germany"},{"name":"CAMS, CNRS\/EHESS, 190 Avenue de France, Paris, F-75013, France"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2014,3,12]]},"reference":[{"key":"rf1","doi-asserted-by":"publisher","DOI":"10.1016\/S0378-8733(98)00012-4"},{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1016\/S0378-4371(99)00291-5"},{"key":"rf3","volume-title":"Tanebar-Evav: une soci\u00e9t\u00e9 de maisons tourn\u00e9e vers le large","author":"Barraud C.","year":"1980"},{"key":"rf4","first-page":"306","volume":"132","author":"Cazes M.-H.","journal-title":"Travaux et Documents INED:PUF"},{"key":"rf5","volume":"103","author":"Chaventr\u00e9 A.","journal-title":"Travaux et Documents INED:PUF"},{"key":"rf6","volume-title":"Evolutionary Algorithms for Solving Multi-Objective Problems","volume":"5","author":"Coello C.","year":"2007"},{"key":"rf7","volume-title":"Sens dessus dessous: Organisation sociale et spatiale des Chimane d'Amazonie bolivienne","author":"Daillant I.","year":"2003"},{"key":"rf9","volume-title":"La production des grands hommes: Pouvoir et domination masculine chez les Baruya de Nouvelle-Guin\u00e9e","author":"Godelier M.","year":"1982"},{"key":"rf10","volume-title":"Faits et mod\u00e8les de parent\u00e9 chez les Touareg Udalen de Haute-Volta","author":"Guignard \u00c9.","year":"1984"},{"key":"rf11","doi-asserted-by":"crossref","DOI":"10.4000\/books.editionsmsh.1185","volume-title":"La parent\u00e9 vodou. 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