{"id":"https://openalex.org/W4405022222","doi":"https://doi.org/10.1109/tase.2024.3506835","title":"LSPT-D: Local Similarity Preserved Transport for Direct Industrial Data Imputation","display_name":"LSPT-D: Local Similarity Preserved Transport for Direct Industrial Data Imputation","publication_year":2024,"publication_date":"2024-12-04","ids":{"openalex":"https://openalex.org/W4405022222","doi":"https://doi.org/10.1109/tase.2024.3506835"},"language":"en","primary_location":{"id":"doi:10.1109/tase.2024.3506835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2024.3506835","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Automation Science and Engineering","raw_type":"journal-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/A5100704211","display_name":"Hao Wang","orcid":"https://orcid.org/0000-0002-3243-487X"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hao Wang","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034516630","display_name":"Xinggao Liu","orcid":"https://orcid.org/0000-0002-0948-1942"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinggao Liu","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015415486","display_name":"Zhaoran Liu","orcid":"https://orcid.org/0000-0003-2587-3265"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoran Liu","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008891245","display_name":"Haozhe Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haozhe Li","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101794334","display_name":"Yilin Liao","orcid":"https://orcid.org/0000-0003-0730-7235"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilin Liao","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083560751","display_name":"Yuxin Huang","orcid":"https://orcid.org/0000-0002-0656-0450"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Huang","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100619475","display_name":"Zhichao Chen","orcid":"https://orcid.org/0000-0002-7150-4914"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhichao Chen","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]},{"raw_affiliation_string":"College of Control Science and Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100704211"],"corresponding_institution_ids":["https://openalex.org/I4391767838"],"apc_list":null,"apc_paid":null,"fwci":2.0851,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.89360874,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"22","issue":null,"first_page":"9438","last_page":"9448"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9305999875068665,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9305999875068665,"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/imputation","display_name":"Imputation (statistics)","score":0.5294427871704102},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4736317992210388},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.46688997745513916},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43245190382003784},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.41497087478637695},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3199027180671692},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.17637091875076294},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.156607985496521},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.12258267402648926}],"concepts":[{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.5294427871704102},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4736317992210388},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.46688997745513916},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43245190382003784},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.41497087478637695},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3199027180671692},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.17637091875076294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.156607985496521},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.12258267402648926},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tase.2024.3506835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2024.3506835","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Automation Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1743648890","display_name":null,"funder_award_id":"12075212","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7285477154","display_name":null,"funder_award_id":"62073288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1594039573","https://openalex.org/W1781481323","https://openalex.org/W2064186732","https://openalex.org/W2132377940","https://openalex.org/W2168532736","https://openalex.org/W2540224322","https://openalex.org/W2788295705","https://openalex.org/W2788805965","https://openalex.org/W2943501111","https://openalex.org/W3009330671","https://openalex.org/W3211445244","https://openalex.org/W3212918802","https://openalex.org/W4206713150","https://openalex.org/W4223591050","https://openalex.org/W4252741040","https://openalex.org/W4283070713","https://openalex.org/W4285209773","https://openalex.org/W4285220743","https://openalex.org/W4285225889","https://openalex.org/W4319866460","https://openalex.org/W4321524684","https://openalex.org/W4323519561","https://openalex.org/W4379382541","https://openalex.org/W4382119666","https://openalex.org/W4387075204","https://openalex.org/W4387092352","https://openalex.org/W4387846866","https://openalex.org/W4388032139","https://openalex.org/W4388270764","https://openalex.org/W4389339573","https://openalex.org/W4391216848","https://openalex.org/W4393160595","https://openalex.org/W4399938738","https://openalex.org/W4401353384","https://openalex.org/W4401536775","https://openalex.org/W4401856737","https://openalex.org/W4402508047","https://openalex.org/W4404609273","https://openalex.org/W4405306095","https://openalex.org/W6631190155","https://openalex.org/W6682042988","https://openalex.org/W6738958611","https://openalex.org/W6751145664","https://openalex.org/W6766252466","https://openalex.org/W6773459821","https://openalex.org/W6799025473","https://openalex.org/W6841916772","https://openalex.org/W6872756830"],"related_works":["https://openalex.org/W4211215373","https://openalex.org/W3217094455","https://openalex.org/W3119637569","https://openalex.org/W2989589450","https://openalex.org/W2405773734","https://openalex.org/W3123325766","https://openalex.org/W2791189374","https://openalex.org/W4403319084","https://openalex.org/W2374234271","https://openalex.org/W3208043357"],"abstract_inverted_index":{"Accurate":[0],"imputation":[1,143,149,169,192,210,233,255,267],"of":[2,50,117,176,263],"missing":[3,20,128,161,167],"data":[4,64,129,162,168,177,264],"is":[5,170,201,280],"pivotal":[6],"in":[7,34,40,62,159,183,284],"real-world":[8],"industrial":[9,35,63,160,184,226],"applications.":[10],"Traditional":[11],"direct":[12,51],"imputers,":[13,52],"which":[14,112],"utilize":[15],"basic":[16],"statistics":[17],"to":[18,28,30,58,102,126,131,165,199,204,236,265],"replace":[19],"elements,":[21],"offer":[22],"a":[23,38,71,86,94,190],"practical":[24],"solution":[25,95],"but":[26,240],"struggle":[27],"adapt":[29],"the":[31,41,47,99,109,114,123,127,133,142,147,174,209,260,273],"complex":[32,60],"patterns":[33,61],"data,":[36],"leaving":[37],"gap":[39],"research":[42],"landscape.":[43],"This":[44,136,186],"study":[45,187],"explores":[46],"untapped":[48],"potential":[49],"enhancing":[53,146,173],"their":[54],"adaptability":[55],"and":[56,179,222,275,279,292],"capacity":[57],"handle":[59],"through":[65],"optimal":[66],"transport":[67,104,115],"(OT)":[68],"theory,":[69],"with":[70,93,218],"focus":[72],"on":[73,98,195,259],"preserving":[74],"local":[75,139,206],"sample-wise":[76],"similarity":[77,140,207],"as":[78,249,290],"an":[79,250],"exemplar.":[80],"To":[81],"these":[82],"ends,":[83],"we":[84,107],"construct":[85],"Local":[87],"Similarity":[88],"Preserved":[89],"Transport":[90],"(LSPT)":[91],"problem,":[92],"algorithm":[96],"based":[97,194],"Frank-Wolfe":[100],"technique":[101,193],"compute":[103],"cost.":[105],"Subsequently,":[106],"propose":[108],"LSPT-D":[110,155,200,228,270],"framework,":[111],"employs":[113],"cost":[116],"LSPT":[118],"for":[119,172,216,252],"distribution":[120],"matching,":[121],"directing":[122],"gradient":[124],"flow":[125],"points":[130],"update":[132],"imputations":[134],"directly.":[135],"strategy":[137],"maintains":[138,242],"throughout":[141],"process":[144],"thereby":[145],"overall":[148],"quality.":[150],"Our":[151],"experiments":[152],"demonstrate":[153],"that":[154,257],"outperform":[156],"various":[157,237],"baselines":[158],"imputation.":[163],"Note":[164],"Practitioners\u2014Accurate":[166],"essential":[171],"reliability":[175],"analytics":[178],"reducing":[180],"decision-making":[181],"risks":[182],"automation.":[185],"introduces":[188],"LSPT-D,":[189],"non-parametric":[191],"OT":[196],"technology.":[197],"Unique":[198],"its":[202],"ability":[203],"preserve":[205],"during":[208],"process,":[211],"rendering":[212],"it":[213,247],"particularly":[214],"advantageous":[215],"datasets":[217],"varying":[219],"operational":[220],"phases":[221],"load":[223],"conditions.":[224],"In":[225],"applications,":[227],"not":[229],"only":[230],"significantly":[231],"improves":[232],"quality":[234],"compared":[235],"baseline":[238],"methods":[239],"also":[241],"modest":[243],"running":[244],"costs.":[245],"Additionally,":[246],"serves":[248],"exemplar":[251],"developing":[253],"OT-based":[254],"strategies":[256],"capitalize":[258],"inherent":[261],"properties":[262],"improve":[266],"performance.":[268],"However,":[269],"operates":[271],"under":[272],"independent":[274],"identically":[276],"distributed":[277],"assumption":[278],"thus":[281],"best":[282],"applied":[283],"scenarios":[285],"where":[286],"temporal":[287],"dependencies,":[288],"such":[289],"trends":[291],"seasonality,":[293],"are":[294],"minimal":[295],"or":[296],"have":[297],"been":[298],"previously":[299],"neutralized.":[300]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}