{"id":"https://openalex.org/W3003309849","doi":"https://doi.org/10.1109/ieem44572.2019.8978767","title":"Efficient Compression and Preprocessing for Facilitating Large Scale Spatiotemporal Data Mining - A Case Study based on Automatic Identification System Data","display_name":"Efficient Compression and Preprocessing for Facilitating Large Scale Spatiotemporal Data Mining - A Case Study based on Automatic Identification System Data","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3003309849","doi":"https://doi.org/10.1109/ieem44572.2019.8978767","mag":"3003309849"},"language":"en","primary_location":{"id":"doi:10.1109/ieem44572.2019.8978767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieem44572.2019.8978767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)","raw_type":"proceedings-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/A5085790641","display_name":"Haiyan Xu","orcid":"https://orcid.org/0000-0003-4480-402X"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Hai-Yan Xu","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021854371","display_name":"Vasundhara Jayaraman","orcid":"https://orcid.org/0000-0001-6035-1791"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Vasundhara Jayaraman","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071407415","display_name":"Xiuju Fu","orcid":"https://orcid.org/0000-0002-6673-1098"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiuju Fu","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058249935","display_name":"Nasri Bin Othman","orcid":"https://orcid.org/0000-0002-6523-898X"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Nasri Bin Othman","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051565228","display_name":"Wanbin Zhang","orcid":"https://orcid.org/0000-0002-4788-4195"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wanbin Zhang","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112583427","display_name":"Xiao Feng Yin","orcid":"https://orcid.org/0009-0008-7993-7627"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiao Feng Yin","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052985205","display_name":"Deqing Zhai","orcid":"https://orcid.org/0000-0002-1452-7925"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Deqing Zhai","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001599295","display_name":"Rick Siow Mong Goh","orcid":"https://orcid.org/0000-0001-9116-1595"},"institutions":[{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Rick Siow Mong Goh","raw_affiliation_strings":["Institute of High Performance Computing,Department of Computing Science,Singapore","Department of Computing Science, Institute of High Performance Computing, Singapore"],"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing,Department of Computing Science,Singapore","institution_ids":["https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Department of Computing Science, Institute of High Performance Computing, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5085790641"],"corresponding_institution_ids":["https://openalex.org/I3004594783"],"apc_list":null,"apc_paid":null,"fwci":0.4279,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66994639,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"354","last_page":"358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9883999824523926,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9196000099182129,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.7676997184753418},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6774641871452332},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6516040563583374},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5994276404380798},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.5989024639129639},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.592031717300415},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.5300642848014832},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.5125069618225098},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49598440527915955},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3729444742202759},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.06709063053131104}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7676997184753418},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6774641871452332},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6516040563583374},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5994276404380798},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5989024639129639},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.592031717300415},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.5300642848014832},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.5125069618225098},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49598440527915955},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3729444742202759},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.06709063053131104},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ieem44572.2019.8978767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieem44572.2019.8978767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2022603014","https://openalex.org/W2083442964","https://openalex.org/W2265620001","https://openalex.org/W2294581520","https://openalex.org/W2345215127","https://openalex.org/W2604951283","https://openalex.org/W2739254016","https://openalex.org/W2784021092","https://openalex.org/W2890989516","https://openalex.org/W3123010800","https://openalex.org/W4299547722"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W3092506759","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W120741642","https://openalex.org/W138569904","https://openalex.org/W2390914021","https://openalex.org/W2389417819"],"abstract_inverted_index":{"The":[0,94,101,164],"large":[1,15,42,65],"scale":[2,66],"deployment":[3],"of":[4,17,24,44,67,98,143],"sensor,":[5],"Global":[6],"Positioning":[7],"System":[8,70],"(GPS)":[9],"and":[10,28,38,51,77,86,121,126,140,160,182,186],"other":[11,193],"mobile":[12],"devices":[13],"generates":[14],"volumes":[16],"spatiotemporal":[18],"data,":[19],"which":[20,137],"facilitates":[21],"the":[22,64,74,110,129,131,152],"understandings":[23],"objects'":[25],"movement":[26,139,173],"trajectories":[27],"activities.":[29],"However,":[30],"it":[31,187],"is":[32,96,103,133],"very":[33],"challenging":[34],"to":[35,82,170],"store,":[36],"transfer":[37,85,123],"load":[39],"such":[40],"a":[41,59,79,104],"volume":[43],"data":[45,72,92,112,158,194],"into":[46,58,113],"system":[47],"memory":[48],"for":[49,90,116,192],"processing":[50,195],"analysis.":[52,93],"In":[53],"this":[54],"study,":[55],"we":[56],"look":[57],"study":[60],"case":[61],"that":[62,108],"processes":[63],"Automatic":[68],"Identification":[69],"(AIS)":[71],"in":[73],"maritime":[75],"sector,":[76],"propose":[78],"computational":[80],"framework":[81,95,166],"efficiently":[83],"compress,":[84],"acquire":[87],"necessary":[88],"information":[89,142,174],"further":[91],"composed":[97],"two":[99],"parts:":[100],"first":[102],"lossless":[105],"compression":[106,180],"algorithm":[107,136],"compresses":[109],"AIS":[111],"binary":[114,154],"form":[115],"efficient":[117],"storage,":[118],"speedy":[119],"loading":[120],"easy":[122],"across":[124],"networks":[125],"systems":[127],"within":[128,175],"organization;":[130],"second":[132],"an":[134],"aggregation":[135],"derives":[138],"activity":[141],"vessels":[144],"grouped":[145],"by":[146],"grid":[147],"and/or":[148],"time":[149],"window":[150],"from":[151],"compressed":[153],"files,":[155],"therefore":[156],"improves":[157],"accessibility":[159],"reduces":[161],"storage":[162],"demand.":[163],"proposed":[165],"has":[167],"been":[168],"applied":[169,191],"extract":[171],"vessel":[172],"Singapore":[176],"port":[177],"with":[178],"high":[179],"rate":[181],"fast":[183],"access":[184],"speed,":[185],"can":[188],"be":[189],"extensively":[190],"applications.":[196]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}