{"id":"https://openalex.org/W4380433101","doi":"https://doi.org/10.1145/3588941","title":"ST4ML: Machine Learning Oriented Spatio-Temporal Data Processing at Scale","display_name":"ST4ML: Machine Learning Oriented Spatio-Temporal Data Processing at Scale","publication_year":2023,"publication_date":"2023-05-26","ids":{"openalex":"https://openalex.org/W4380433101","doi":"https://doi.org/10.1145/3588941"},"language":"en","primary_location":{"id":"doi:10.1145/3588941","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3588941","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3588941","source":{"id":"https://openalex.org/S4387289859","display_name":"Proceedings of the ACM on Management of Data","issn_l":"2836-6573","issn":["2836-6573"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Management of Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3588941","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103114801","display_name":"Kaiqi Liu","orcid":"https://orcid.org/0009-0003-0063-9074"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Kaiqi Liu","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0009-0003-0063-9074","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031650728","display_name":"Panrong Tong","orcid":null},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Panrong Tong","raw_affiliation_strings":["Alibaba DAMO Academy, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3046-5143","affiliations":[{"raw_affiliation_string":"Alibaba DAMO Academy, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361458","display_name":"Mo Li","orcid":"https://orcid.org/0000-0002-6047-9709"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Mo Li","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-6047-9709","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100668827","display_name":"Yue Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Wu","raw_affiliation_strings":["Alibaba DAMO Academy, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1024-5063","affiliations":[{"raw_affiliation_string":"Alibaba DAMO Academy, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079865276","display_name":"Jianqiang Huang","orcid":"https://orcid.org/0000-0001-5735-2910"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqiang Huang","raw_affiliation_strings":["Alibaba DAMO Academy, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5735-2910","affiliations":[{"raw_affiliation_string":"Alibaba DAMO Academy, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103114801"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":1.3432,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81027546,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"1","issue":"1","first_page":"1","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.8662667870521545},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7540688514709473},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7460864186286926},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6246650218963623},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47117096185684204},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4475121796131134},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4226019084453583},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4203186333179474},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4159512221813202},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.20721080899238586}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8662667870521545},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7540688514709473},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7460864186286926},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6246650218963623},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47117096185684204},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4475121796131134},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4226019084453583},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4203186333179474},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4159512221813202},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.20721080899238586},{"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3588941","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3588941","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3588941","source":{"id":"https://openalex.org/S4387289859","display_name":"Proceedings of the ACM on Management of Data","issn_l":"2836-6573","issn":["2836-6573"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Management of Data","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-132251","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-132251","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":{"id":"doi:10.1145/3588941","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3588941","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3588941","source":{"id":"https://openalex.org/S4387289859","display_name":"Proceedings of the ACM on Management of Data","issn_l":"2836-6573","issn":["2836-6573"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Management of Data","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7900000214576721,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G3048563442","display_name":null,"funder_award_id":"Tier 1","funder_id":"https://openalex.org/F4320320766","funder_display_name":"Nanyang Technological University"},{"id":"https://openalex.org/G4002293537","display_name":null,"funder_award_id":"AcRF Tier 1 RT13/20","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"},{"id":"https://openalex.org/F4320320766","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4380433101.pdf","grobid_xml":"https://content.openalex.org/works/W4380433101.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W410850256","https://openalex.org/W1505133516","https://openalex.org/W1568832590","https://openalex.org/W1936915774","https://openalex.org/W1969865391","https://openalex.org/W1982397092","https://openalex.org/W1995103535","https://openalex.org/W2044105912","https://openalex.org/W2050576295","https://openalex.org/W2110707662","https://openalex.org/W2113250622","https://openalex.org/W2115583184","https://openalex.org/W2119738171","https://openalex.org/W2135822894","https://openalex.org/W2135961964","https://openalex.org/W2165558283","https://openalex.org/W2168903146","https://openalex.org/W2173213060","https://openalex.org/W2295338537","https://openalex.org/W2385600359","https://openalex.org/W2436533802","https://openalex.org/W2495571292","https://openalex.org/W2548613432","https://openalex.org/W2590038026","https://openalex.org/W2751600782","https://openalex.org/W2751755395","https://openalex.org/W2783017232","https://openalex.org/W2788381291","https://openalex.org/W2798903611","https://openalex.org/W2798969829","https://openalex.org/W2799180173","https://openalex.org/W2807894308","https://openalex.org/W2885354784","https://openalex.org/W2889201433","https://openalex.org/W2896055029","https://openalex.org/W2896393885","https://openalex.org/W2901356348","https://openalex.org/W2907842373","https://openalex.org/W2911535719","https://openalex.org/W2912506132","https://openalex.org/W2912918068","https://openalex.org/W2949380784","https://openalex.org/W2951096868","https://openalex.org/W2953231487","https://openalex.org/W3028871849","https://openalex.org/W3030151998","https://openalex.org/W3034826934","https://openalex.org/W3093695087","https://openalex.org/W3099751368","https://openalex.org/W3127702833","https://openalex.org/W3147042931","https://openalex.org/W3164820482","https://openalex.org/W3167211881","https://openalex.org/W3176419744","https://openalex.org/W3208477850","https://openalex.org/W3212445564","https://openalex.org/W3212580627","https://openalex.org/W3213266875","https://openalex.org/W4206908526","https://openalex.org/W4210494128","https://openalex.org/W4214880808","https://openalex.org/W4238216513","https://openalex.org/W4242599275","https://openalex.org/W4312457270","https://openalex.org/W6614148910","https://openalex.org/W6958891189"],"related_works":["https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W4308507533","https://openalex.org/W2407107767","https://openalex.org/W2901787049","https://openalex.org/W1982914007","https://openalex.org/W2159583675"],"abstract_inverted_index":{"Data":[0],"scientists":[1],"and":[2,8,27,45,50,90],"researchers":[3],"utilize":[4],"enormous":[5],"spatio-temporal":[6,35,66],"data":[7,36,42,67,129],"build":[9],"machine":[10],"learning":[11],"models":[12],"to":[13,70,84,110,134],"solve":[14],"practical":[15],"problems":[16],"in":[17],"diverse":[18],"domains":[19],"including":[20],"intelligent":[21],"transportation,":[22],"urban":[23],"planning,":[24],"epidemic":[25],"prediction,":[26],"many":[28],"more.":[29],"Extracting":[30],"application-specific":[31],"features":[32],"from":[33],"big":[34],"poses":[37],"system":[38,69],"requirements":[39],"of":[40,100,107,126,137],"heterogeneous":[41],"support,":[43],"efficient":[44],"scalable":[46,72],"computing":[47,80,88],"over":[48],"spatial":[49],"temporal":[51],"dimensions,":[52],"as":[53,55],"well":[54],"a":[56,64,77],"user-friendly":[57],"programming":[58],"interface.":[59],"This":[60],"paper":[61],"presents":[62],"ST4ML,":[63],"distributed":[65,87],"processing":[68,130],"support":[71],"machine-learning-oriented":[73],"applications.":[74],"We":[75],"propose":[76],"three-stage":[78],"pipelining":[79],"framework,":[81],"namely":[82],"\"selection-conversion-extraction\"":[83],"abstract":[85],"the":[86,98,105],"flow":[89],"implement":[91],"it":[92],"based":[93],"on":[94],"Apache":[95],"Spark.":[96],"To":[97],"best":[99],"our":[101,112],"knowledge,":[102],"ST4ML":[103,122,139],"is":[104,140],"first":[106],"its":[108],"kind":[109],"realize":[111],"design":[113],"considerations.":[114],"Extensive":[115],"experiments":[116],"with":[117],"real-world":[118],"datasets":[119],"evidence":[120],"that":[121],"outperforms":[123],"straightforward":[124],"extensions":[125],"existing":[127],"ST":[128],"systems":[131],"by":[132],"up":[133],"an":[135],"order":[136],"magnitude.":[138],"open-sourced":[141],"at":[142],"https://github.com/Panrong/st4ml.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
