{"id":"https://openalex.org/W2808575609","doi":"https://doi.org/10.24963/ijcai.2018/404","title":"MUSCAT: Multi-Scale Spatio-Temporal Learning with Application to Climate Modeling","display_name":"MUSCAT: Multi-Scale Spatio-Temporal Learning with Application to Climate Modeling","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2808575609","doi":"https://doi.org/10.24963/ijcai.2018/404","mag":"2808575609"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2018/404","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2018/404","pdf_url":"https://www.ijcai.org/proceedings/2018/0404.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2018/0404.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102924905","display_name":"Jianpeng Xu","orcid":"https://orcid.org/0000-0003-3702-528X"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jianpeng Xu","raw_affiliation_strings":["Department of Computer Science and Engineering, Michigan State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xi Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xi Liu","raw_affiliation_strings":["Department of Computer Science and Engineering, Michigan State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060076008","display_name":"Tyler Wilson","orcid":null},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tyler Wilson","raw_affiliation_strings":["Department of Computer Science and Engineering, Michigan State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071546444","display_name":"Pang\u2010Ning Tan","orcid":"https://orcid.org/0000-0003-3205-0339"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pang-Ning Tan","raw_affiliation_strings":["Department of Computer Science and Engineering, Michigan State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088195969","display_name":"Pouyan Hatami","orcid":null},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pouyan Hatami","raw_affiliation_strings":["Department of Geography, Michigan State University","Department of Geography, Michigan State University {xujianpe, liuxi4,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geography, Michigan State University","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Department of Geography, Michigan State University {xujianpe, liuxi4,","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047170949","display_name":"Lifeng Luo","orcid":"https://orcid.org/0000-0002-2829-7104"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lifeng Luo","raw_affiliation_strings":["Department of Geography, Michigan State University","Department of Geography, Michigan State University {xujianpe, liuxi4,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geography, Michigan State University","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Department of Geography, Michigan State University {xujianpe, liuxi4,","institution_ids":["https://openalex.org/I87216513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I87216513"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2912","last_page":"2918"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9391000270843506,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6722615361213684},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6455171704292297},{"id":"https://openalex.org/keywords/temporal-scales","display_name":"Temporal scales","score":0.5985429883003235},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48329785466194153},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.46939295530319214},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.44803497195243835},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4408237338066101},{"id":"https://openalex.org/keywords/spatial-ecology","display_name":"Spatial ecology","score":0.43741628527641296},{"id":"https://openalex.org/keywords/temporal-database","display_name":"Temporal database","score":0.41934093832969666},{"id":"https://openalex.org/keywords/climate-model","display_name":"Climate model","score":0.41826802492141724},{"id":"https://openalex.org/keywords/tensor-decomposition","display_name":"Tensor decomposition","score":0.41127505898475647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37437939643859863},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3587287962436676},{"id":"https://openalex.org/keywords/tensor","display_name":"Tensor (intrinsic definition)","score":0.3257565498352051},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.270093709230423},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1617528200149536},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.1590479612350464},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11856627464294434},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.0936916172504425},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07700380682945251}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6722615361213684},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6455171704292297},{"id":"https://openalex.org/C2777489503","wikidata":"https://www.wikidata.org/wiki/Q7698936","display_name":"Temporal scales","level":2,"score":0.5985429883003235},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48329785466194153},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.46939295530319214},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.44803497195243835},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4408237338066101},{"id":"https://openalex.org/C158709400","wikidata":"https://www.wikidata.org/wiki/Q3578586","display_name":"Spatial ecology","level":2,"score":0.43741628527641296},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.41934093832969666},{"id":"https://openalex.org/C168754636","wikidata":"https://www.wikidata.org/wiki/Q620920","display_name":"Climate model","level":3,"score":0.41826802492141724},{"id":"https://openalex.org/C2986737658","wikidata":"https://www.wikidata.org/wiki/Q30103009","display_name":"Tensor decomposition","level":3,"score":0.41127505898475647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37437939643859863},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3587287962436676},{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.3257565498352051},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.270093709230423},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1617528200149536},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1590479612350464},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11856627464294434},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0936916172504425},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07700380682945251},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2018/404","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2018/404","pdf_url":"https://www.ijcai.org/proceedings/2018/0404.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2018/404","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2018/404","pdf_url":"https://www.ijcai.org/proceedings/2018/0404.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.8500000238418579,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2808575609.pdf","grobid_xml":"https://content.openalex.org/works/W2808575609.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W790225446","https://openalex.org/W1632866817","https://openalex.org/W1912572177","https://openalex.org/W1930528368","https://openalex.org/W1980753477","https://openalex.org/W1991603113","https://openalex.org/W2024165284","https://openalex.org/W2037734629","https://openalex.org/W2051530877","https://openalex.org/W2064321206","https://openalex.org/W2138481796","https://openalex.org/W2267317359","https://openalex.org/W2384663018","https://openalex.org/W2401583556","https://openalex.org/W2510692038","https://openalex.org/W2584885652","https://openalex.org/W2585055514","https://openalex.org/W2585510649","https://openalex.org/W2951234442","https://openalex.org/W4248576951"],"related_works":["https://openalex.org/W2773721044","https://openalex.org/W2375823105","https://openalex.org/W4239845313","https://openalex.org/W2547829566","https://openalex.org/W2365361152","https://openalex.org/W2050347474","https://openalex.org/W3093840164","https://openalex.org/W587871353","https://openalex.org/W2035651628","https://openalex.org/W2005827487"],"abstract_inverted_index":{"In":[0,50],"climate":[1],"and":[2,20,102,119],"environmental":[3],"sciences,":[4],"vast":[5],"amount":[6],"of":[7,27,46,63,72,117,141,168],"spatio-temporal":[8,65],"data":[9,28,41,148],"have":[10],"been":[11],"generated":[12],"at":[13,106],"varying":[14],"spatial":[15,77,101,118],"resolutions":[16],"from":[17,75,91,114,149],"satellite":[18],"observations":[19],"computer":[21],"models.":[22],"Integrating":[23],"such":[24],"diverse":[25],"sources":[26],"has":[29],"proven":[30],"to":[31,98,125,136],"be":[32,123],"useful":[33],"for":[34,60,109],"building":[35],"prediction":[36,104],"models":[37,105,121],"as":[38],"the":[39,47,82,85,92,100,138,142,150,169],"multi-scale":[40],"may":[42],"capture":[43],"different":[44,76,107],"aspects":[45],"Earth":[48],"system.":[49],"this":[51],"paper,":[52],"we":[53],"present":[54],"a":[55,69],"novel":[56],"framework":[57],"called":[58],"MUSCAT":[59,67,159],"predictive":[61],"modeling":[62],"multi-scale,":[64],"data.":[66],"performs":[68],"joint":[70,93],"decomposition":[71,95],"multiple":[73],"tensors":[74],"scales,":[78],"taking":[79],"into":[80],"account":[81],"relationships":[83],"between":[84],"variables.":[86],"The":[87,112],"latent":[88],"factors":[89],"derived":[90],"tensor":[94],"are":[96],"used":[97],"train":[99],"temporal":[103,120],"scales":[108],"each":[110],"location.":[111],"outputs":[113],"these":[115],"ensemble":[116],"will":[122],"aggregated":[124],"generate":[126],"future":[127],"predictions.":[128],"An":[129],"incremental":[130],"learning":[131],"algorithm":[132],"is":[133],"also":[134],"proposed":[135],"handle":[137],"massive":[139],"size":[140],"tensors.":[143],"Experimental":[144],"results":[145],"on":[146],"real-world":[147],"United":[151],"States":[152],"Historical":[153],"Climate":[154],"Network":[155],"(USHCN)":[156],"showed":[157],"that":[158],"outperformed":[160],"other":[161],"competing":[162],"methods":[163],"in":[164],"more":[165],"than":[166],"70\\%":[167],"locations.":[170]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}