{"id":"https://openalex.org/W4318186075","doi":"https://doi.org/10.1109/bigdata55660.2022.10020574","title":"Machine Learning for Improved Post-fire Debris Flow Likelihood Prediction","display_name":"Machine Learning for Improved Post-fire Debris Flow Likelihood Prediction","publication_year":2022,"publication_date":"2022-12-17","ids":{"openalex":"https://openalex.org/W4318186075","doi":"https://doi.org/10.1109/bigdata55660.2022.10020574"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata55660.2022.10020574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata55660.2022.10020574","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5026470221","display_name":"D. Roten","orcid":"https://orcid.org/0000-0002-2706-0658"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]},{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Roten","raw_affiliation_strings":["University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","institution_ids":["https://openalex.org/I181653535"]},{"raw_affiliation_string":"San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States","institution_ids":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056740330","display_name":"Jessica Block","orcid":"https://orcid.org/0000-0002-9703-7787"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]},{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jessica Block","raw_affiliation_strings":["University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","institution_ids":["https://openalex.org/I181653535"]},{"raw_affiliation_string":"San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States","institution_ids":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002534857","display_name":"Daniel Crawl","orcid":"https://orcid.org/0000-0003-1013-8241"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]},{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Crawl","raw_affiliation_strings":["University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","institution_ids":["https://openalex.org/I181653535"]},{"raw_affiliation_string":"San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States","institution_ids":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740730","display_name":"Jenny Lee","orcid":"https://orcid.org/0000-0001-8844-3444"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]},{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenny Lee","raw_affiliation_strings":["University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","institution_ids":["https://openalex.org/I181653535"]},{"raw_affiliation_string":"San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States","institution_ids":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028701796","display_name":"\u0130lkay Alt\u0131nta\u015f","orcid":"https://orcid.org/0000-0002-2196-0305"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]},{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ilkay Altintas","raw_affiliation_strings":["University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California San Diego,San Diego Supercomputer Center,La Jolla,CA,United States","institution_ids":["https://openalex.org/I181653535"]},{"raw_affiliation_string":"San Diego Supercomputer Center, University of California San Diego, La Jolla, CA, United States","institution_ids":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6212,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84640657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1681","last_page":"1690"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9670000076293945,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/debris-flow","display_name":"Debris flow","score":0.8067376613616943},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6866509914398193},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.624647319316864},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5773038268089294},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.55435711145401},{"id":"https://openalex.org/keywords/debris","display_name":"Debris","score":0.5398703217506409},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46353697776794434},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.4529432952404022},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4299629330635071},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.4292595088481903},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3227706551551819},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.19164037704467773},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07323136925697327}],"concepts":[{"id":"https://openalex.org/C2776643431","wikidata":"https://www.wikidata.org/wiki/Q1817963","display_name":"Debris flow","level":3,"score":0.8067376613616943},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6866509914398193},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.624647319316864},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5773038268089294},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.55435711145401},{"id":"https://openalex.org/C2776023875","wikidata":"https://www.wikidata.org/wiki/Q637703","display_name":"Debris","level":2,"score":0.5398703217506409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46353697776794434},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.4529432952404022},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4299629330635071},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.4292595088481903},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3227706551551819},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.19164037704467773},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07323136925697327},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata55660.2022.10020574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata55660.2022.10020574","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1571411223","https://openalex.org/W1726887941","https://openalex.org/W2154665381","https://openalex.org/W2466122643","https://openalex.org/W2527672088","https://openalex.org/W2584622573","https://openalex.org/W2604239613","https://openalex.org/W2767126550","https://openalex.org/W2842011579","https://openalex.org/W2888367632","https://openalex.org/W2951000100","https://openalex.org/W3136903390","https://openalex.org/W3198811489","https://openalex.org/W4220745788","https://openalex.org/W6631943919","https://openalex.org/W6803555540"],"related_works":["https://openalex.org/W2911563142","https://openalex.org/W2093486058","https://openalex.org/W187473655","https://openalex.org/W2991434004","https://openalex.org/W1636843286","https://openalex.org/W2356868884","https://openalex.org/W2793141244","https://openalex.org/W2357620750","https://openalex.org/W2356402003","https://openalex.org/W2382573398"],"abstract_inverted_index":{"Timely":[0],"prediction":[1,129],"of":[2,35,61,77,130],"debris":[3,37,131],"flow":[4,38,132],"probabilities":[5],"in":[6,117],"areas":[7,118],"impacted":[8,119],"by":[9,120],"wildfires":[10],"is":[11],"crucial":[12],"to":[13,17,30,113],"mitigate":[14],"public":[15],"exposure":[16],"this":[18],"hazard":[19],"during":[20],"post-fire":[21,36],"rainstorms.":[22],"This":[23],"paper":[24,103],"presents":[25],"a":[26,57,90,94,106],"machine":[27],"learning":[28,54],"approach":[29],"amend":[31],"an":[32],"existing":[33,44],"dataset":[34],"events":[39],"with":[40],"additional":[41],"features":[42,116],"reflecting":[43],"vegetation":[45],"type":[46],"and":[47,49,52,81,123],"geology,":[48],"train":[50],"traditional":[51],"deep":[53],"methods":[55,66,126],"on":[56,85],"randomly":[58],"selected":[59],"subset":[60],"the":[62,71,86,125],"data.":[63],"The":[64,102],"developed":[65],"achieve":[67],"AUC":[68],"(area":[69],"under":[70],"receiver":[72],"operational":[73],"characteristic":[74],"curve)":[75],"values":[76],"0.93":[78],"(random":[79],"forest)":[80],"0.92":[82],"(neural":[83],"network)":[84],"test":[87],"set,":[88],"representing":[89],"significant":[91],"improvement":[92],"over":[93],"logistic":[95],"regression":[96],"model":[97],"currently":[98],"used":[99],"(AUC":[100],"0.79).":[101],"also":[104],"overviews":[105],"distributed,":[107],"Kubernetesbased":[108],"big":[109],"data":[110],"processing":[111],"pipeline":[112],"efficiently":[114],"retrieve":[115],"new":[121],"fires,":[122],"deploy":[124],"for":[127],"real-time":[128],"hazards.":[133]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
