{"id":"https://openalex.org/W4225004700","doi":"https://doi.org/10.1109/iccae55086.2022.9762437","title":"Auto-REP: An Automated Regression Pipeline Approach for High-efficiency Earthquake Prediction Using LANL Data","display_name":"Auto-REP: An Automated Regression Pipeline Approach for High-efficiency Earthquake Prediction Using LANL Data","publication_year":2022,"publication_date":"2022-03-25","ids":{"openalex":"https://openalex.org/W4225004700","doi":"https://doi.org/10.1109/iccae55086.2022.9762437"},"language":"en","primary_location":{"id":"doi:10.1109/iccae55086.2022.9762437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccae55086.2022.9762437","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 14th International Conference on Computer and Automation Engineering (ICCAE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/1887/3505508","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102014086","display_name":"Fan Yang","orcid":"https://orcid.org/0000-0002-0940-4218"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","NL"],"is_corresponding":true,"raw_author_name":"Fan Yang","raw_affiliation_strings":["Xi’an Jiaotong University,Xi’an,China","Leiden University, Leiden, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Xi’an Jiaotong University,Xi’an,China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009107086","display_name":"Marios Kefalas","orcid":"https://orcid.org/0000-0002-2422-758X"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marios Kefalas","raw_affiliation_strings":["Leiden University,Leiden,The Netherlands","Leiden University, Leiden, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Leiden University,Leiden,The Netherlands","institution_ids":["https://openalex.org/I121797337"]},{"raw_affiliation_string":"Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076948177","display_name":"Milan Koch","orcid":"https://orcid.org/0000-0002-4218-7454"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Milan Koch","raw_affiliation_strings":["Leiden University,Leiden,The Netherlands","Leiden University, Leiden, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Leiden University,Leiden,The Netherlands","institution_ids":["https://openalex.org/I121797337"]},{"raw_affiliation_string":"Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004203337","display_name":"Anna V. Kononova","orcid":"https://orcid.org/0000-0002-4138-7024"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Anna V. Kononova","raw_affiliation_strings":["Leiden University,Leiden,The Netherlands","Leiden University, Leiden, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Leiden University,Leiden,The Netherlands","institution_ids":["https://openalex.org/I121797337"]},{"raw_affiliation_string":"Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763037","display_name":"Yanan Qiao","orcid":"https://orcid.org/0000-0002-5739-355X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Qiao","raw_affiliation_strings":["Xi’an Jiaotong University,Xi’an,China"],"affiliations":[{"raw_affiliation_string":"Xi’an Jiaotong University,Xi’an,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062646838","display_name":"Thomas B\u00e4ck","orcid":"https://orcid.org/0000-0001-6768-1478"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Thomas Back","raw_affiliation_strings":["Leiden University,Leiden,The Netherlands","Leiden University, Leiden, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Leiden University,Leiden,The Netherlands","institution_ids":["https://openalex.org/I121797337"]},{"raw_affiliation_string":"Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102014086"],"corresponding_institution_ids":["https://openalex.org/I121797337","https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":1.634,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.79953316,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"127","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12424","display_name":"Earthquake Detection and Analysis","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12424","display_name":"Earthquake Detection and Analysis","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9944999814033508,"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"}},{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9904000163078308,"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/earthquake-prediction","display_name":"Earthquake prediction","score":0.7483005523681641},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6965774893760681},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5966089963912964},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.566505491733551},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5460810661315918},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5358836054801941},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5160093307495117},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5138173699378967},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.49172094464302063},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.48661693930625916},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4546516239643097},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.11173373460769653},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09760400652885437},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08717477321624756}],"concepts":[{"id":"https://openalex.org/C11097651","wikidata":"https://www.wikidata.org/wiki/Q606654","display_name":"Earthquake prediction","level":2,"score":0.7483005523681641},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6965774893760681},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5966089963912964},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.566505491733551},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5460810661315918},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5358836054801941},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5160093307495117},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5138173699378967},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.49172094464302063},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.48661693930625916},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4546516239643097},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.11173373460769653},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09760400652885437},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08717477321624756},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccae55086.2022.9762437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccae55086.2022.9762437","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 14th International Conference on Computer and Automation Engineering (ICCAE)","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_3505508","is_oa":false,"landing_page_url":"https://hdl.handle.net/1887/3505508","pdf_url":null,"source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2022 14th International conference on computer and automation engineering ICCAE 2022","raw_type":"Article in monograph or in proceedings"},{"id":"pmh:ul:oai:scholarlypublications.universiteitleiden.nl:item_3505508","is_oa":true,"landing_page_url":"http://hdl.handle.net/1887/3505508","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2022 14th International conference on computer and automation engineering ICCAE 2022, 127 - 134. IEEE","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:ul:oai:scholarlypublications.universiteitleiden.nl:item_3505508","is_oa":true,"landing_page_url":"http://hdl.handle.net/1887/3505508","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2022 14th International conference on computer and automation engineering ICCAE 2022, 127 - 134. IEEE","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320929","display_name":"Universiteit Leiden","ror":"https://ror.org/027bh9e22"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W332067359","https://openalex.org/W1565746575","https://openalex.org/W1700449338","https://openalex.org/W1788185260","https://openalex.org/W1901616594","https://openalex.org/W1981083813","https://openalex.org/W2021833436","https://openalex.org/W2036854813","https://openalex.org/W2039240409","https://openalex.org/W2064758233","https://openalex.org/W2085281262","https://openalex.org/W2101234009","https://openalex.org/W2216946510","https://openalex.org/W2328740995","https://openalex.org/W2511042441","https://openalex.org/W2579302569","https://openalex.org/W2609874355","https://openalex.org/W2765910848","https://openalex.org/W2792935796","https://openalex.org/W2799565130","https://openalex.org/W2891299419","https://openalex.org/W2898239862","https://openalex.org/W2904203221","https://openalex.org/W2912237282","https://openalex.org/W2924868743","https://openalex.org/W2942137712","https://openalex.org/W2965334849","https://openalex.org/W2969193904","https://openalex.org/W3022053371","https://openalex.org/W3036081019","https://openalex.org/W3043589908","https://openalex.org/W3093774720","https://openalex.org/W3101863419","https://openalex.org/W3116128708","https://openalex.org/W3118646637","https://openalex.org/W3125152889","https://openalex.org/W3133743901","https://openalex.org/W3134859316","https://openalex.org/W3160792496","https://openalex.org/W4205795083","https://openalex.org/W4211116959","https://openalex.org/W4238746485","https://openalex.org/W4250863246","https://openalex.org/W6638154518","https://openalex.org/W6675354045","https://openalex.org/W6758930985","https://openalex.org/W6780701711","https://openalex.org/W6806261362"],"related_works":["https://openalex.org/W2140186469","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W4318559728","https://openalex.org/W3183136280","https://openalex.org/W2775233965","https://openalex.org/W2083862258","https://openalex.org/W1995617853"],"abstract_inverted_index":{"Earthquake":[0,40],"prediction,":[1],"which":[2,35,50,139],"is":[3,13,36,70,90],"a":[4,43,52,97,142,154],"key":[5],"issue":[6],"that":[7,167,190],"has":[8],"long":[9],"existed":[10],"among":[11],"seismologists,":[12],"of":[14,26,46,55,88,110,118,135,148,159,172],"high":[15],"scientific":[16],"importance.":[17],"An":[18],"earthquake":[19,27,112,137],"prediction":[20,41,68,108],"model":[21,61,150,174],"can":[22,194],"output":[23],"the":[24,107,136,149,160,168,176],"time":[25,56],"occurrence":[28],"in":[29,100,141,175],"advance":[30],"using":[31,91],"machine":[32,82],"learning":[33],"methods,":[34],"receiving":[37],"increasing":[38],"attention.":[39],"involves":[42],"large":[44,53],"variety":[45],"data":[47,59,94],"mining":[48],"steps,":[49],"requires":[51],"amount":[54],"for":[57],"processing":[58],"and":[60,66,104,125,170,178,184,199],"development.":[62],"Thus,":[63],"an":[64,80,101],"efficient":[65],"accurate":[67],"method":[69,193],"needed.":[71],"Aiming":[72],"to":[73,95],"solve":[74],"this":[75,128],"problem,":[76],"we":[77,130],"propose":[78],"Auto-REP,":[79],"automated":[81,102,115,161],"learning-based":[83],"regression":[84,98],"model.":[85],"Our":[86],"contribution":[87],"Auto-REP":[89,192],"laboratory":[92,111,196],"seismic":[93],"develop":[96],"pipeline":[99,116],"manner,":[103],"eventually":[105],"obtain":[106],"results":[109,140,165,188],"occurrence.":[113],"The":[114,146,163,187],"consists":[117],"feature":[119,121,144],"extraction,":[120],"selection,":[122],"modelling":[123],"algorithm":[124],"optimization.":[126],"With":[127],"approach":[129],"extract":[131],"features":[132],"from":[133],"each":[134],"channels":[138],"massive":[143],"space.":[145],"hyperparameters":[147],"are":[151,181],"optimized":[152],"by":[153],"Bayesian":[155],"technique":[156],"as":[157],"part":[158],"approach.":[162],"experimental":[164],"shows":[166],"MAE":[169],"MSE":[171],"our":[173,191],"training":[177],"testing":[179],"datasets":[180],"1.48,":[182],"1.51":[183],"1.52,":[185],"1.59.":[186],"demonstrate":[189],"predict":[195],"earthquakes":[197],"efficiently":[198],"accurately.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}