{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T14:45:24Z","timestamp":1781102724605,"version":"3.54.1"},"reference-count":13,"publisher":"National Academy of Sciences","issue":"34","content-domain":{"domain":["www.pnas.org"],"crossmark-restriction":true},"short-container-title":["Proc. Natl. Acad. Sci. U.S.A."],"published-print":{"date-parts":[[2010,8,24]]},"abstract":"\n We report on human-subject experiments on the problems of\n coloring<\/jats:italic>\n (a social differentiation task) and\n consensus<\/jats:italic>\n (a social agreement task) in a networked setting. Both tasks can be viewed as coordination games, and despite their cognitive similarity, we find that within a parameterized family of social networks, network structure elicits\n opposing<\/jats:italic>\n behavioral effects in the two problems, with increased long-distance connectivity making consensus easier for subjects and coloring harder. We investigate the influence that subjects have on their network neighbors and the collective outcome, and find that it varies considerably, beyond what can be explained by network position alone. We also find strong correlations between influence and other features of individual subject behavior. In contrast to much of the recent research in network science, which often emphasizes network topology out of the context of any specific problem and places primacy on network position, our findings highlight the potential importance of the details of tasks and individuals in social networks.\n <\/jats:p>","DOI":"10.1073\/pnas.1001280107","type":"journal-article","created":{"date-parts":[[2010,8,9]],"date-time":"2010-08-09T23:08:03Z","timestamp":1281395283000},"page":"14978-14982","update-policy":"https:\/\/doi.org\/10.1073\/pnas.cm10313","source":"Crossref","is-referenced-by-count":75,"title":["Behavioral dynamics and influence in networked coloring and consensus"],"prefix":"10.1073","volume":"107","author":[{"given":"Stephen","family":"Judd","sequence":"first","affiliation":[{"name":"Computer and Information Science, University of Pennsylvania, Levine Hall, Philadelphia, PA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael","family":"Kearns","sequence":"additional","affiliation":[{"name":"Computer and Information Science, University of Pennsylvania, Levine Hall, Philadelphia, PA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yevgeniy","family":"Vorobeychik","sequence":"additional","affiliation":[{"name":"Computer and Information Science, University of Pennsylvania, Levine Hall, Philadelphia, PA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"341","published-online":{"date-parts":[[2010,8,9]]},"reference":[{"key":"e_1_3_3_1_2","doi-asserted-by":"publisher","DOI":"10.1126\/science.1127207"},{"key":"e_1_3_3_2_2","doi-asserted-by":"publisher","DOI":"10.1515\/9780691188331"},{"key":"e_1_3_3_3_2","volume-title":"Six degrees: the science of a connected age","author":"Watts Duncan","year":"2003","unstructured":"Duncan Watts Six degrees: the science of a connected age (W. W. Norton and Company, New York City, NY, 2003)."},{"key":"e_1_3_3_4_2","volume-title":"A course in game theory","author":"Osborne Martin J","year":"1994","unstructured":"Martin J Osborne, Ariel Rubinstein A course in game theory (The MIT Press, Cambridge, MA, 1994)."},{"key":"e_1_3_3_5_2","volume-title":"Behavioral game theory: experiments in strategic interaction","author":"Camerer Colin","year":"2003","unstructured":"Colin Camerer Behavioral game theory: experiments in strategic interaction (Princeton University Press, Princeton, New Jersey, 2003)."},{"key":"e_1_3_3_6_2","doi-asserted-by":"publisher","DOI":"10.1257\/aer.96.4.1029"},{"key":"e_1_3_3_7_2","doi-asserted-by":"publisher","DOI":"10.1006\/game.1996.0013"},{"key":"e_1_3_3_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2681(86)90021-1"},{"key":"e_1_3_3_9_2","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0808147106"},{"key":"e_1_3_3_10_2","doi-asserted-by":"crossref","unstructured":"Matthew D McCubbins Ramamohan Paturi Nicholas Weller Networked coordination: effect of network structure on human subjects' ability to solve coordination problem. Am Polit Res 37 899\u2013920 Working paper. (2009).","DOI":"10.1177\/1532673X09337184"},{"key":"e_1_3_3_11_2","doi-asserted-by":"publisher","DOI":"10.1145\/956750.956769"},{"key":"e_1_3_3_12_2","doi-asserted-by":"publisher","DOI":"10.1086\/518527"},{"key":"e_1_3_3_13_2","doi-asserted-by":"publisher","DOI":"10.1145\/1386790.1386817"}],"updated-by":[{"DOI":"10.1073\/pnas.1104351108","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2011,3,28]],"date-time":"2011-03-28T00:00:00Z","timestamp":1301270400000}}],"container-title":["Proceedings of the National Academy of Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/pnas.org\/doi\/pdf\/10.1073\/pnas.1001280107","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,4,12]],"date-time":"2022-04-12T18:45:58Z","timestamp":1649789158000},"score":1,"resource":{"primary":{"URL":"https:\/\/pnas.org\/doi\/full\/10.1073\/pnas.1001280107"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,8,9]]},"references-count":13,"journal-issue":{"issue":"34","published-print":{"date-parts":[[2010,8,24]]}},"alternative-id":["10.1073\/pnas.1001280107"],"URL":"https:\/\/doi.org\/10.1073\/pnas.1001280107","relation":{},"ISSN":["0027-8424","1091-6490"],"issn-type":[{"value":"0027-8424","type":"print"},{"value":"1091-6490","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,8,9]]},"assertion":[{"value":"2010-08-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}