{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T06:34:19Z","timestamp":1774593259448,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":27,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,7,1]],"date-time":"2017-07-01T00:00:00Z","timestamp":1498867200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100000038","name":"Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000038","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,7]]},"DOI":"10.1145\/3071178.3071209","type":"proceedings-article","created":{"date-parts":[[2017,6,30]],"date-time":"2017-06-30T17:59:28Z","timestamp":1498845568000},"page":"1129-1136","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Searching for nonlinear relationships in fMRI data with symbolic regression"],"prefix":"10.1145","author":[{"given":"James Alexander","family":"Hughes","sequence":"first","affiliation":[{"name":"University of Western Ontario, Ontario, Canada"}]},{"given":"Mark","family":"Daley","sequence":"additional","affiliation":[{"name":"University of Western Ontario, Ontario, Canada"}]}],"member":"320","published-online":{"date-parts":[[2017,7]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Nicholas Allgaier. 2015. Reverse Engineering the Human Brain: An Evolutionary Computation Approach to the Analysis of fMRI. (2015).  Nicholas Allgaier. 2015. Reverse Engineering the Human Brain: An Evolutionary Computation Approach to the Analysis of fMRI. (2015)."},{"key":"e_1_3_2_1_2_1","volume-title":"Josh C Bongard, Uli Bromberg, Christian B\u00fcchel, Anna Cattrell, Patricia J Conrod, Christopher M Danforth, and others.","author":"Allgaier Nicholas","year":"2015","unstructured":"Nicholas Allgaier , Tobias Banaschewski , Gareth Barker , Arun LW Bokde , Josh C Bongard, Uli Bromberg, Christian B\u00fcchel, Anna Cattrell, Patricia J Conrod, Christopher M Danforth, and others. 2015 . Nonlinear functional mapping of the human brain. arXiv preprint arXiv:1510.03765 (2015). Nicholas Allgaier, Tobias Banaschewski, Gareth Barker, Arun LW Bokde, Josh C Bongard, Uli Bromberg, Christian B\u00fcchel, Anna Cattrell, Patricia J Conrod, Christopher M Danforth, and others. 2015. Nonlinear functional mapping of the human brain. arXiv preprint arXiv:1510.03765 (2015)."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0609476104"},{"key":"e_1_3_2_1_4_1","volume-title":"Linear systems analysis of functional magnetic resonance imaging in human V1. The journal of neuroscience 16, 13","author":"Boynton Geoffrey M","year":"1996","unstructured":"Geoffrey M Boynton , Stephen A Engel , Gary H Glover , and David J Heeger . 1996. Linear systems analysis of functional magnetic resonance imaging in human V1. The journal of neuroscience 16, 13 ( 1996 ), 4207--4221. Geoffrey M Boynton, Stephen A Engel, Gary H Glover, and David J Heeger. 1996. Linear systems analysis of functional magnetic resonance imaging in human V1. The journal of neuroscience 16, 13 (1996), 4207--4221."},{"key":"e_1_3_2_1_5_1","volume-title":"Event-Related Functional MRI","author":"Buckner R.L.","unstructured":"R.L. Buckner and T.S. Braver . Event-Related Functional MRI . In Functional MRI, P. Bandettini and C. Moonen (Eds.). Springer-Verlag , Chapter 36, 441--452. R.L. Buckner and T.S. Braver. Event-Related Functional MRI. In Functional MRI, P. Bandettini and C. Moonen (Eds.). Springer-Verlag, Chapter 36, 441--452."},{"key":"e_1_3_2_1_6_1","volume-title":"A whole brain fMRI atlas generated via spatially constrained spectral clustering. Human brain mapping 33, 8","author":"Craddock R Cameron","year":"2012","unstructured":"R Cameron Craddock , G Andrew James , Paul E Holtzheimer , Xiaoping P Hu , and Helen S Mayberg . 2012. A whole brain fMRI atlas generated via spatially constrained spectral clustering. Human brain mapping 33, 8 ( 2012 ), 1914--1928. R Cameron Craddock, G Andrew James, Paul E Holtzheimer, Xiaoping P Hu, and Helen S Mayberg. 2012. A whole brain fMRI atlas generated via spatially constrained spectral clustering. Human brain mapping 33, 8 (2012), 1914--1928."},{"key":"e_1_3_2_1_7_1","volume-title":"Discrete and Topological Models in Molecular Biology","author":"Daley Mark","unstructured":"Mark Daley . 2014. An Invitation to the Study of Brain Networks, with Some Statistical Analysis of Thresholding Techniques . In Discrete and Topological Models in Molecular Biology . Springer , 85--107. Mark Daley. 2014. An Invitation to the Study of Brain Networks, with Some Statistical Analysis of Thresholding Techniques. In Discrete and Topological Models in Molecular Biology. Springer, 85--107."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/S1053-8119(03)00202-7"},{"key":"e_1_3_2_1_9_1","volume-title":"Nonlinear event-related responses in fMRI. Magnetic resonance in medicine 39, 1","author":"Friston Karl J","year":"1998","unstructured":"Karl J Friston , Oliver Josephs , Geraint Rees , and Robert Turner . 1998. Nonlinear event-related responses in fMRI. Magnetic resonance in medicine 39, 1 ( 1998 ), 41--52. Karl J Friston, Oliver Josephs, Geraint Rees, and Robert Turner. 1998. Nonlinear event-related responses in fMRI. Magnetic resonance in medicine 39, 1 (1998), 41--52."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1006\/nimg.2000.0630"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1006\/nimg.1996.0033"},{"key":"e_1_3_2_1_12_1","volume-title":"Functional magnetic resonance imaging","author":"Huettel Scott A","unstructured":"Scott A Huettel , Allen W Song , and Gregory McCarthy . 2009. Functional magnetic resonance imaging ( second ed.). Vol. 1 . Sinauer Associates Sunderland , MA. Scott A Huettel, Allen W Song, and Gregory McCarthy. 2009. Functional magnetic resonance imaging (second ed.). Vol. 1. Sinauer Associates Sunderland, MA."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/2908961.2909021"},{"key":"e_1_3_2_1_14_1","volume-title":"A deterministic and symbolic regression hybrid applied to resting-state fmri data","author":"Icke Ilknur","unstructured":"Ilknur Icke , Nicholas A Allgaier , Christopher M Danforth , Robert A Whelan , Hugh P Garavan , and Joshua C Bongard . 2014. A deterministic and symbolic regression hybrid applied to resting-state fmri data . In Genetic Programming Theory and Practice XI. Springer , 155--173. Ilknur Icke, Nicholas A Allgaier, Christopher M Danforth, Robert A Whelan, Hugh P Garavan, and Joshua C Bongard. 2014. A deterministic and symbolic regression hybrid applied to resting-state fmri data. In Genetic Programming Theory and Practice XI. Springer, 155--173."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-003-0328-5"},{"key":"e_1_3_2_1_16_1","volume-title":"Genetic programming: on the programming of computers by means of natural selection","author":"Koza John R","unstructured":"John R Koza . 1992. Genetic programming: on the programming of computers by means of natural selection . Vol. 1 . MIT press . John R Koza. 1992. Genetic programming: on the programming of computers by means of natural selection. Vol. 1. MIT press."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1006\/nimg.2000.0604"},{"key":"e_1_3_2_1_18_1","volume-title":"What we can do and what we cannot do with fMRI. Nature 453, 7197","author":"Logothetis Nikos K","year":"2008","unstructured":"Nikos K Logothetis . 2008. What we can do and what we cannot do with fMRI. Nature 453, 7197 ( 2008 ), 869--878. Nikos K Logothetis. 2008. What we can do and what we cannot do with fMRI. Nature 453, 7197 (2008), 869--878."},{"key":"e_1_3_2_1_19_1","volume-title":"Neurophysiological investigation of the basis of the fMRI signal. Nature 412, 6843","author":"Logothetis Nikos K","year":"2001","unstructured":"Nikos K Logothetis , Jon Pauls , Mark Augath , Torsten Trinath , and Axel Oeltermann . 2001. Neurophysiological investigation of the basis of the fMRI signal. Nature 412, 6843 ( 2001 ), 150--157. Nikos K Logothetis, Jon Pauls, Mark Augath, Torsten Trinath, and Axel Oeltermann. 2001. Neurophysiological investigation of the basis of the fMRI signal. Nature 412, 6843 (2001), 150--157."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.89.13.5951"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/1276958.1277288"},{"key":"e_1_3_2_1_22_1","volume-title":"Distilling free-form natural laws from experimental data. science 324, 5923","author":"Schmidt Michael","year":"2009","unstructured":"Michael Schmidt and Hod Lipson . 2009. Distilling free-form natural laws from experimental data. science 324, 5923 ( 2009 ), 81--85. Michael Schmidt and Hod Lipson. 2009. Distilling free-form natural laws from experimental data. science 324, 5923 (2009), 81--85."},{"key":"e_1_3_2_1_23_1","volume-title":"Coevolving fitness models for accelerating evolution and reducing evaluations","author":"Schmidt Michael D","unstructured":"Michael D Schmidt and Hod Lipson . 2007. Coevolving fitness models for accelerating evolution and reducing evaluations . In Genetic Programming Theory and Practice IV. Springer , 113--130. Michael D Schmidt and Hod Lipson. 2007. Coevolving fitness models for accelerating evolution and reducing evaluations. In Genetic Programming Theory and Practice IV. Springer, 113--130."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2008.919006"},{"key":"e_1_3_2_1_25_1","volume-title":"Automated refinement and inference of analytical models for metabolic networks. Physical biology 8, 5","author":"Schmidt Michael D","year":"2011","unstructured":"Michael D Schmidt , Ravishankar R Vallabhajosyula , Jerry W Jenkins , Jonathan E Hood , Abhishek S Soni , John P Wikswo , and Hod Lipson . 2011. Automated refinement and inference of analytical models for metabolic networks. Physical biology 8, 5 ( 2011 ), 055011. Michael D Schmidt, Ravishankar R Vallabhajosyula, Jerry W Jenkins, Jonathan E Hood, Abhishek S Soni, John P Wikswo, and Hod Lipson. 2011. Automated refinement and inference of analytical models for metabolic networks. Physical biology 8, 5 (2011), 055011."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1006\/nimg.1997.0316"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2014.04.017"}],"event":{"name":"GECCO '17: Genetic and Evolutionary Computation Conference","location":"Berlin Germany","acronym":"GECCO '17","sponsor":["SIGEVO ACM Special Interest Group on Genetic and Evolutionary Computation"]},"container-title":["Proceedings of the Genetic and Evolutionary Computation Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3071178.3071209","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3071178.3071209","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:24:05Z","timestamp":1750220645000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3071178.3071209"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,7]]},"references-count":27,"alternative-id":["10.1145\/3071178.3071209","10.1145\/3071178"],"URL":"https:\/\/doi.org\/10.1145\/3071178.3071209","relation":{},"subject":[],"published":{"date-parts":[[2017,7]]},"assertion":[{"value":"2017-07-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}