{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T04:29:49Z","timestamp":1779337789404,"version":"3.51.4"},"reference-count":41,"publisher":"SAGE Publications","issue":"3","license":[{"start":{"date-parts":[[2011,3,17]],"date-time":"2011-03-17T00:00:00Z","timestamp":1300320000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["SIMULATION"],"published-print":{"date-parts":[[2012,3]]},"abstract":"<jats:p>In this work, we explore the usage of quantized state system (QSS) methods in the simulation of networks of spiking neurons. We compare the simulation results obtained by these discrete-event algorithms with the results of the discrete time methods in use by the neuroscience community. We found that the computational costs of the QSS methods grow almost linearly with the size of the network, while they grows at least quadratically in the discrete time algorithms. We show that this advantage is mainly due to the fact that QSS methods only perform calculations in the components of the system that experience activity.<\/jats:p>","DOI":"10.1177\/0037549711399935","type":"journal-article","created":{"date-parts":[[2011,3,17]],"date-time":"2011-03-17T23:40:11Z","timestamp":1300405211000},"page":"299-313","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":16,"title":["Quantized state simulation of spiking neural networks"],"prefix":"10.1177","volume":"88","author":[{"given":"Guillermo L","family":"Grinblat","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hern\u00e1n","family":"Ahumada","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ernesto","family":"Kofman","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2011,3,17]]},"reference":[{"key":"bibr1-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-09947-6"},{"key":"bibr2-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-09947-6"},{"key":"bibr3-0037549711399935","unstructured":"Press WH, Teukolsky SA, Vetterling WT, Flannery BP. Numerical Recipes in C: The Art of Scientific Computing. Second Edition. Cambridge University Press, New York, 1992."},{"key":"bibr4-0037549711399935","volume-title":"Continuous system simulation","author":"Cellier FE","year":"2006"},{"key":"bibr5-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/5.21071"},{"key":"bibr6-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1117\/12.319354"},{"key":"bibr7-0037549711399935","volume-title":"Theory of modeling and simulation","author":"Zeigler B","year":"2000","edition":"2"},{"key":"bibr8-0037549711399935","first-page":"123","volume":"18","author":"Kofman E","year":"2001","journal-title":"Trans SCS"},{"key":"bibr9-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1177\/0037549702078002206"},{"key":"bibr10-0037549711399935","first-page":"101","volume":"36","author":"Kofman E","year":"2006","journal-title":"Lat Am Appl Res"},{"key":"bibr11-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2007.08.015"},{"key":"bibr12-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1137\/S1064827502418379"},{"key":"bibr13-0037549711399935","unstructured":"Jammalamadaka R. Activity characterization of spatial models: application to discrete event solution of partial differential equations. Master\u2019s thesis, The University of Arizona, 2003."},{"key":"bibr14-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/ICSMC.2005.1571605"},{"key":"bibr15-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolmodel.2008.08.017"},{"key":"bibr16-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1007\/s10827-007-0038-6"},{"key":"bibr17-0037549711399935","first-page":"573","volume-title":"Proceedings of Cybernetics and Systems (EMCSR)","volume":"2","author":"Mayrhofer R","year":"2002"},{"key":"bibr18-0037549711399935","volume-title":"Proceedings of the 2009 Spring Simulation Multiconference","author":"Boiko Y","year":"2009"},{"key":"bibr19-0037549711399935","volume-title":"Proceedings of High Performance Computing & Simulation Conference (HPC&S), 18th European Simulation Multiconference","author":"Wainer G","year":"2004"},{"key":"bibr20-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1177\/0037549705052233"},{"key":"bibr21-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.1952.sp004764"},{"key":"bibr22-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2004.832719"},{"key":"bibr23-0037549711399935","first-page":"620","volume":"9","author":"Lapicque L","year":"1907","journal-title":"J Physiol Pathol Gen"},{"key":"bibr24-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1016\/S0006-3495(67)86574-3"},{"key":"bibr25-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1996.8.5.979"},{"key":"bibr26-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2004.832719"},{"key":"bibr27-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2003.820440"},{"key":"bibr28-0037549711399935","volume-title":"Dynamical systems in neuroscience: The geometry of excitability and bursting","author":"Izhikevich EM","year":"2007"},{"key":"bibr29-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.3508-05.2005"},{"key":"bibr30-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1007\/s10827-008-0131-5"},{"key":"bibr31-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1007\/s10827-008-0119-1"},{"key":"bibr32-0037549711399935","volume-title":"Proceedings of Summer Sim 08 (2008 Summer Simulation Multiconference)","author":"Cellier F","year":"2008"},{"key":"bibr33-0037549711399935","first-page":"231","volume":"39","author":"Kofman E","year":"2009","journal-title":"Lat Am Appl Res"},{"key":"bibr34-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1177\/0037549710368029"},{"key":"bibr35-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/MASCOTS.2005.36"},{"key":"bibr36-0037549711399935","first-page":"367","volume-title":"Proceedings of the 2007 Summer Computer Simulation Conference","author":"Quesnel G","year":"2007"},{"key":"bibr37-0037549711399935","unstructured":"Beltrame T. Design and development of a dymola\/modelica library for discrete event-oriented systems using DEVS methodology. Master\u2019s thesis, ETH Zurich, Zurich, Switzerland, 2006."},{"key":"bibr38-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1145\/1878537.1878667"},{"key":"bibr39-0037549711399935","doi-asserted-by":"publisher","DOI":"10.1109\/HPCS.2010.5547142"},{"key":"bibr40-0037549711399935","volume-title":"Proceedings of the 2004 High Performance Computing Symposium (HPC\u201904), Advanced Simulation Technologies Conference","author":"Hu X","year":"2004"},{"key":"bibr41-0037549711399935","first-page":"401","volume-title":"Proceedings of the 1st Open International Conference on Modeling & Simulation","author":"Muzy A","year":"2005"}],"container-title":["SIMULATION"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0037549711399935","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0037549711399935","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T11:23:00Z","timestamp":1777634580000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/0037549711399935"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,3,17]]},"references-count":41,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2012,3]]}},"alternative-id":["10.1177\/0037549711399935"],"URL":"https:\/\/doi.org\/10.1177\/0037549711399935","relation":{},"ISSN":["0037-5497","1741-3133"],"issn-type":[{"value":"0037-5497","type":"print"},{"value":"1741-3133","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,3,17]]}}}