{"id":"https://openalex.org/W4323570269","doi":"https://doi.org/10.1142/s0218127423500268","title":"Learning Reactive Islands of the Voter97 System","display_name":"Learning Reactive Islands of the Voter97 System","publication_year":2023,"publication_date":"2023-02-01","ids":{"openalex":"https://openalex.org/W4323570269","doi":"https://doi.org/10.1142/s0218127423500268"},"language":"en","primary_location":{"id":"doi:10.1142/s0218127423500268","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218127423500268","pdf_url":null,"source":{"id":"https://openalex.org/S81011612","display_name":"International Journal of Bifurcation and Chaos","issn_l":"0218-1274","issn":["0218-1274","1793-6551"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Bifurcation and Chaos","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055733975","display_name":"Alexander Hind","orcid":null},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexander Hind","raw_affiliation_strings":["School of Mathematics, University of Bristol, Bristol BS8 1TW, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, University of Bristol, Bristol BS8 1TW, UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067867570","display_name":"Stephen Wiggins","orcid":"https://orcid.org/0000-0002-0780-0911"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stephen Wiggins","raw_affiliation_strings":["School of Mathematics, University of Bristol, Bristol BS8 1TW, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, University of Bristol, Bristol BS8 1TW, UK","institution_ids":["https://openalex.org/I36234482"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I36234482"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0222276,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":"02","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10002","display_name":"Advanced Chemical Physics Studies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10002","display_name":"Advanced Chemical Physics Studies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10044","display_name":"Protein Structure and Dynamics","score":0.9987999796867371,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7576273083686829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6210811138153076},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.577539324760437},{"id":"https://openalex.org/keywords/phase-space","display_name":"Phase space","score":0.4765511155128479},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.43380415439605713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35870596766471863},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.3430672287940979},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3249441981315613},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17201462388038635},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12352567911148071}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7576273083686829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6210811138153076},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.577539324760437},{"id":"https://openalex.org/C151342819","wikidata":"https://www.wikidata.org/wiki/Q62542","display_name":"Phase space","level":2,"score":0.4765511155128479},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.43380415439605713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35870596766471863},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.3430672287940979},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3249441981315613},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17201462388038635},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12352567911148071},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218127423500268","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218127423500268","pdf_url":null,"source":{"id":"https://openalex.org/S81011612","display_name":"International Journal of Bifurcation and Chaos","issn_l":"0218-1274","issn":["0218-1274","1793-6551"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Bifurcation and Chaos","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.47999998927116394}],"awards":[{"id":"https://openalex.org/G1926648395","display_name":null,"funder_award_id":"EP/P021123/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3666574423","display_name":"Chemistry and Mathematics in Phase Space (CHAMPS)","funder_award_id":"EP/P021123/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1666211707","https://openalex.org/W1966397236","https://openalex.org/W2033169180","https://openalex.org/W2064794866","https://openalex.org/W2141510323","https://openalex.org/W2200332248","https://openalex.org/W2561640657","https://openalex.org/W2941613737","https://openalex.org/W3000392122","https://openalex.org/W3153199510"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526","https://openalex.org/W2121910908","https://openalex.org/W915438175","https://openalex.org/W4230315250"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,85],"assess":[4,86],"the":[5,31,37,58,77,81,87,90,94,105],"effectiveness":[6],"of":[7,93],"a":[8,23],"widely":[9],"used":[10],"machine":[11],"learning":[12],"technique,":[13],"support":[14],"vector":[15],"machines":[16],"(SVM)":[17],"for":[18,26,53,103],"computing":[19,104],"reactive":[20,78,106],"islands":[21,35,79],"in":[22,80],"benchmark":[24],"system":[25],"testing":[27],"molecular":[28],"dynamics":[29,55],"algorithms,":[30],"Voter97":[32,48,82],"model.":[33],"Reactive":[34],"are":[36,64],"phase":[38],"space":[39],"geometrical":[40],"structure":[41],"that":[42,72],"mediate":[43],"chemical":[44],"reactions":[45],"dynamics.":[46],"The":[47],"model":[49,83],"contains":[50],"particular":[51],"challenges":[52],"reaction":[54],"methods":[56,102],"as":[57],"reactant":[59],"and":[60,84,89],"product":[61],"potential":[62],"wells":[63],"separated":[65],"by":[66,96],"an":[67],"intermediate":[68],"well.":[69],"We":[70],"show":[71],"SVM":[73],"can":[74],"accurately":[75],"compute":[76],"accuracy":[88],"computational":[91],"effort":[92],"approach":[95],"comparing":[97],"it":[98],"with":[99],"brute":[100],"force":[101],"islands.":[107]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}