{"id":"https://openalex.org/W1554794238","doi":"https://doi.org/10.3390/e17085472","title":"The Intrinsic Cause-Effect Power of Discrete Dynamical Systems\u2014From Elementary Cellular Automata to Adapting Animats","display_name":"The Intrinsic Cause-Effect Power of Discrete Dynamical Systems\u2014From Elementary Cellular Automata to Adapting Animats","publication_year":2015,"publication_date":"2015-07-31","ids":{"openalex":"https://openalex.org/W1554794238","doi":"https://doi.org/10.3390/e17085472","mag":"1554794238"},"language":"en","primary_location":{"id":"doi:10.3390/e17085472","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e17085472","pdf_url":"https://www.mdpi.com/1099-4300/17/8/5472/pdf?version=1439366937","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/17/8/5472/pdf?version=1439366937","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088756569","display_name":"Larissa Albantakis","orcid":"https://orcid.org/0000-0003-1000-9917"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Larissa Albantakis","raw_affiliation_strings":["Department of Psychiatry, University of Wisconsin, Madison 53719, WI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Wisconsin, Madison 53719, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001381023","display_name":"Giulio Tononi","orcid":"https://orcid.org/0000-0002-3892-4087"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Giulio Tononi","raw_affiliation_strings":["Department of Psychiatry, University of Wisconsin, Madison 53719, WI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Wisconsin, Madison 53719, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5001381023","https://openalex.org/A5088756569"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2227},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2227},"fwci":4.0148,"has_fulltext":true,"cited_by_count":65,"citation_normalized_percentile":{"value":0.93877473,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":"8","first_page":"5472","last_page":"5502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12162","display_name":"Cellular Automata and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12162","display_name":"Cellular Automata and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10621","display_name":"Gene Regulatory Network Analysis","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.7055661678314209},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6323916912078857},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5822657942771912},{"id":"https://openalex.org/keywords/cellular-automaton","display_name":"Cellular automaton","score":0.529453694820404},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4976222813129425},{"id":"https://openalex.org/keywords/automaton","display_name":"Automaton","score":0.4707910120487213},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.4267760217189789},{"id":"https://openalex.org/keywords/complex-system","display_name":"Complex system","score":0.4257129430770874},{"id":"https://openalex.org/keywords/dynamical-system","display_name":"Dynamical system (definition)","score":0.4168432354927063},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2583014965057373},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2525138258934021},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18163615465164185}],"concepts":[{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.7055661678314209},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6323916912078857},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5822657942771912},{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.529453694820404},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4976222813129425},{"id":"https://openalex.org/C112505250","wikidata":"https://www.wikidata.org/wiki/Q787116","display_name":"Automaton","level":2,"score":0.4707910120487213},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.4267760217189789},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.4257129430770874},{"id":"https://openalex.org/C33962884","wikidata":"https://www.wikidata.org/wiki/Q378637","display_name":"Dynamical system (definition)","level":3,"score":0.4168432354927063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2583014965057373},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2525138258934021},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18163615465164185},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/e17085472","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e17085472","pdf_url":"https://www.mdpi.com/1099-4300/17/8/5472/pdf?version=1439366937","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9f799c568c3a4f7b9fb3552837f8dd67","is_oa":true,"landing_page_url":"https://doaj.org/article/9f799c568c3a4f7b9fb3552837f8dd67","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy, Vol 17, Iss 8, Pp 5472-5502 (2015)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/17/8/5472/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/e17085472","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e17085472","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e17085472","pdf_url":"https://www.mdpi.com/1099-4300/17/8/5472/pdf?version=1439366937","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327239","display_name":"Templeton World Charity Foundation","ror":"https://ror.org/00x0z1472"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1554794238.pdf","grobid_xml":"https://content.openalex.org/works/W1554794238.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W189912205","https://openalex.org/W1576838367","https://openalex.org/W1776857128","https://openalex.org/W1969469858","https://openalex.org/W1988572268","https://openalex.org/W1998567810","https://openalex.org/W2001109406","https://openalex.org/W2022029210","https://openalex.org/W2022060148","https://openalex.org/W2036919025","https://openalex.org/W2049846167","https://openalex.org/W2051800924","https://openalex.org/W2054966003","https://openalex.org/W2056594786","https://openalex.org/W2058221907","https://openalex.org/W2064377756","https://openalex.org/W2065264265","https://openalex.org/W2070484080","https://openalex.org/W2076223914","https://openalex.org/W2080685808","https://openalex.org/W2092532147","https://openalex.org/W2108704847","https://openalex.org/W2128957129","https://openalex.org/W2143668817","https://openalex.org/W2146460233","https://openalex.org/W2146531915","https://openalex.org/W2147449010","https://openalex.org/W2160448328","https://openalex.org/W2166110729","https://openalex.org/W2177218873","https://openalex.org/W2184578568","https://openalex.org/W2396835068","https://openalex.org/W2495467174","https://openalex.org/W2539033431","https://openalex.org/W2963986608","https://openalex.org/W3005324282","https://openalex.org/W3100265383","https://openalex.org/W3105881718","https://openalex.org/W4242285942","https://openalex.org/W4243099941","https://openalex.org/W4294544773","https://openalex.org/W6607709005","https://openalex.org/W6647603615","https://openalex.org/W6673294979","https://openalex.org/W6686461419"],"related_works":["https://openalex.org/W2164619678","https://openalex.org/W2113544496","https://openalex.org/W2360313292","https://openalex.org/W2067777412","https://openalex.org/W1669105318","https://openalex.org/W2359527201","https://openalex.org/W2353714615","https://openalex.org/W9202957","https://openalex.org/W5179970","https://openalex.org/W3207180504"],"abstract_inverted_index":{"Current":[0],"approaches":[1],"to":[2,40,101,129],"characterize":[3,41],"the":[4,42,49,56,67,74,147,153],"complexity":[5],"of":[6,31,58,69,77,150,155],"dynamical":[7,25,132,137,171],"systems":[8,26],"usually":[9],"rely":[10],"on":[11,20],"state-space":[12],"trajectories.":[13],"In":[14,63],"this":[15],"article":[16],"instead":[17],"we":[18,65],"focus":[19],"causal":[21,29],"structure,":[22],"treating":[23],"discrete":[24],"as":[27],"directed":[28],"graphs\u2014systems":[30],"elements":[32],"implementing":[33],"local":[34],"update":[35],"functions.":[36],"This":[37],"allows":[38],"us":[39],"system\u2019s":[43],"intrinsic":[44,167],"cause-effect":[45,119,157],"structure":[46,104,120,158],"by":[47,83,107],"applying":[48],"mathematical":[50],"and":[51,73,93,124,172],"conceptual":[52,79],"tools":[53],"developed":[54],"within":[55],"framework":[57],"integrated":[59,78,118],"information":[60,80],"theory":[61],"(IIT).":[62],"particular,":[64],"assess":[66],"number":[68],"irreducible":[70],"mechanisms":[71],"(concepts)":[72],"total":[75],"amount":[76],"\u03a6":[81,126],"specified":[82],"a":[84,136,144,161],"system.":[85],"We":[86,112],"analyze:":[87],"(i)":[88],"elementary":[89],"cellular":[90],"automata":[91],"(ECA);":[92],"(ii)":[94],"small,":[95],"adaptive":[96],"logic-gate":[97],"networks":[98],"(\u201canimats\u201d),":[99],"similar":[100],"ECA":[102],"in":[103,115,143],"but":[105],"evolving":[106],"interacting":[108],"with":[109,121],"an":[110,117,151],"environment.":[111],"show":[113],"that,":[114],"general,":[116],"many":[122,176],"concepts":[123],"high":[125,131],"is":[127,141],"likely":[128],"have":[130],"complexity.":[133],"Importantly,":[134],"while":[135],"analysis":[138,154],"describes":[139],"what":[140,160],"\u201chappening\u201d":[142],"system":[145,162],"from":[146,164],"extrinsic":[148],"perspective":[149],"observer,":[152],"its":[156,165,170],"reveals":[159],"\u201cis\u201d":[163],"own":[166],"perspective,":[168],"exposing":[169],"evolutionary":[173],"potential":[174],"under":[175],"different":[177],"scenarios.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2016-06-24T00:00:00"}
