{"id":"https://openalex.org/W4413392509","doi":"https://doi.org/10.1109/tkde.2025.3601198","title":"TensorMon: A Breakthrough in Sparse Data Gathering Leveraging Tensor-Enhanced Techniques for System and Network Monitoring","display_name":"TensorMon: A Breakthrough in Sparse Data Gathering Leveraging Tensor-Enhanced Techniques for System and Network Monitoring","publication_year":2025,"publication_date":"2025-08-21","ids":{"openalex":"https://openalex.org/W4413392509","doi":"https://doi.org/10.1109/tkde.2025.3601198"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2025.3601198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2025.3601198","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data 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/A5071191941","display_name":"Jiazheng Tian","orcid":"https://orcid.org/0000-0001-6080-4017"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]},{"id":"https://openalex.org/I24407930","display_name":"Hunan University of Science and Engineering","ror":"https://ror.org/04ymz0q33","country_code":"CN","type":"education","lineage":["https://openalex.org/I24407930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiazheng Tian","raw_affiliation_strings":["College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","College of Computer Science, Electronics Engineering, Hunan University, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230","https://openalex.org/I24407930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062119492","display_name":"Kun Xie","orcid":"https://orcid.org/0000-0002-2163-2723"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]},{"id":"https://openalex.org/I24407930","display_name":"Hunan University of Science and Engineering","ror":"https://ror.org/04ymz0q33","country_code":"CN","type":"education","lineage":["https://openalex.org/I24407930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Xie","raw_affiliation_strings":["College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","College of Computer Science, Electronics Engineering, Hunan University, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230","https://openalex.org/I24407930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100327844","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0001-8639-3818"},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["Department of Electrical, Computer Engineering, State of New York University at Stony Brook, Stony Brook, NY, USA","Department of Electrical, Computer Engineering, State of New York University at Stony Brook, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer Engineering, State of New York University at Stony Brook, Stony Brook, NY, USA","institution_ids":["https://openalex.org/I59553526"]},{"raw_affiliation_string":"Department of Electrical, Computer Engineering, State of New York University at Stony Brook, USA","institution_ids":["https://openalex.org/I59553526"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102093481","display_name":"Jigang Wen","orcid":"https://orcid.org/0000-0002-7363-881X"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jigang Wen","raw_affiliation_strings":["School of Computer Science, Engineering, Hunan University of Science, Technology, Xiangtan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Engineering, Hunan University of Science, Technology, Xiangtan, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030689390","display_name":"Gaogang Xie","orcid":"https://orcid.org/0000-0003-4964-1135"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210108629","display_name":"Computer Network Information Center","ror":"https://ror.org/01s0wyf50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gaogang Xie","raw_affiliation_strings":["Computer Network Information Center, Chinese Academy of Sciences, Beijing, China","Computer Network Information Center, Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Computer Network Information Center, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210108629","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Computer Network Information Center, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210108629","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078519973","display_name":"Wei Liang","orcid":"https://orcid.org/0000-0002-5074-1363"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liang","raw_affiliation_strings":["School of Computer Science, Engineering, Hunan University of Science, Technology, Xiangtan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Engineering, Hunan University of Science, Technology, Xiangtan, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101594820","display_name":"Dafang Zhang","orcid":"https://orcid.org/0000-0003-0765-6857"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]},{"id":"https://openalex.org/I24407930","display_name":"Hunan University of Science and Engineering","ror":"https://ror.org/04ymz0q33","country_code":"CN","type":"education","lineage":["https://openalex.org/I24407930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dafang Zhang","raw_affiliation_strings":["College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","College of Computer Science, Electronics Engineering, Hunan University, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230","https://openalex.org/I24407930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078793726","display_name":"Kenli Li","orcid":"https://orcid.org/0000-0002-2635-7716"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]},{"id":"https://openalex.org/I24407930","display_name":"Hunan University of Science and Engineering","ror":"https://ror.org/04ymz0q33","country_code":"CN","type":"education","lineage":["https://openalex.org/I24407930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kenli Li","raw_affiliation_strings":["College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","College of Computer Science, Electronics Engineering, Hunan University, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science, Electronics Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230","https://openalex.org/I24407930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5071191941"],"corresponding_institution_ids":["https://openalex.org/I16609230","https://openalex.org/I24407930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10975064,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"37","issue":"11","first_page":"6708","last_page":"6722"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13650","display_name":"Computational Physics and Python Applications","score":0.9398000240325928,"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9398000240325928,"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"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9327999949455261,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9319999814033508,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7861025333404541},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5734390616416931},{"id":"https://openalex.org/keywords/sparse-matrix","display_name":"Sparse matrix","score":0.47818711400032043},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3723863959312439},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33472877740859985}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7861025333404541},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5734390616416931},{"id":"https://openalex.org/C56372850","wikidata":"https://www.wikidata.org/wiki/Q1050404","display_name":"Sparse matrix","level":3,"score":0.47818711400032043},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3723863959312439},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33472877740859985},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2025.3601198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2025.3601198","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4000000059604645,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1713809400","display_name":null,"funder_award_id":"62025201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3306683202","display_name":null,"funder_award_id":"62302159","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5956705760","display_name":null,"funder_award_id":"U2468205","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1523479726","https://openalex.org/W1987196661","https://openalex.org/W2017948584","https://openalex.org/W2024165284","https://openalex.org/W2037271374","https://openalex.org/W2042527082","https://openalex.org/W2043407077","https://openalex.org/W2058812752","https://openalex.org/W2095729436","https://openalex.org/W2117368434","https://openalex.org/W2117756735","https://openalex.org/W2136975357","https://openalex.org/W2144730813","https://openalex.org/W2146616964","https://openalex.org/W2218476422","https://openalex.org/W2227402067","https://openalex.org/W2404322182","https://openalex.org/W2440837865","https://openalex.org/W2495515310","https://openalex.org/W2528639018","https://openalex.org/W2611328865","https://openalex.org/W2620814161","https://openalex.org/W2790496887","https://openalex.org/W2949041559","https://openalex.org/W2950741027","https://openalex.org/W2962969976","https://openalex.org/W2963328634","https://openalex.org/W2963455674","https://openalex.org/W3019396605","https://openalex.org/W3088524644","https://openalex.org/W3119664843","https://openalex.org/W3154890711","https://openalex.org/W3170639845","https://openalex.org/W4238744307","https://openalex.org/W4281645688","https://openalex.org/W4375928976"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Sparse":[0],"data":[1,55,176],"gathering":[2,56],"has":[3],"become":[4],"a":[5,51,60,89,95,113,147,153],"promising":[6],"solution":[7],"for":[8,117],"reducing":[9],"measurement":[10,102,167],"costs":[11],"by":[12],"leveraging":[13],"the":[14,78],"inherent":[15],"sparsity":[16],"of":[17,81,107],"data.":[18,109],"However,":[19],"most":[20],"existing":[21,128],"approaches":[22],"rely":[23],"on":[24,139],"low-dimensional":[25],"models":[26],"such":[27],"as":[28],"compressive":[29],"sensing":[30],"or":[31,73],"matrix":[32],"completion,":[33],"which":[34,121],"are":[35],"limited":[36],"in":[37,127,166],"capturing":[38],"complex":[39],"high-dimensional":[40],"structures.":[41],"To":[42,130],"overcome":[43],"these":[44],"limitations,":[45],"we":[46,135],"propose":[47],"<bold":[48],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[49,83],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">TensorMon</b>,":[50],"novel":[52],"tensor-based":[53],"sparse":[54],"framework":[57],"that":[58,161],"introduces":[59,77],"cuboid":[61],"sampling":[62,91,119],"strategy":[63],"to":[64,99],"more":[65],"effectively":[66],"exploit":[67],"multidimensional":[68],"correlations.":[69],"Unlike":[70],"traditional":[71],"entry-based":[72],"tube-based":[74],"sampling,":[75],"TensorMon":[76,162],"innovative":[79],"concept":[80],"<italic":[82],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">cuboid":[84],"sampling</i>.":[85],"We":[86],"further":[87],"develop":[88],"lightweight":[90],"scheduling":[92],"algorithm":[93,98],"and":[94,104,152,173,181],"non-iterative":[96],"inference":[97,171],"ensure":[100],"efficient":[101],"planning":[103],"accurate":[105],"reconstruction":[106],"unmeasured":[108],"Theoretical":[110],"analysis":[111],"establishes":[112],"new":[114],"performance":[115],"bound":[116],"our":[118,132],"strategy,":[120],"is":[122],"significantly":[123],"lower":[124],"than":[125],"those":[126],"literature.":[129],"validate":[131],"theoretical":[133],"findings,":[134],"conduct":[136],"extensive":[137],"experiments":[138],"four":[140],"real-world":[141],"datasets:":[142],"two":[143],"network":[144],"monitoring":[145],"datasets,":[146],"city-scale":[148],"crowd":[149],"flow":[150],"dataset,":[151],"road":[154],"traffic":[155],"speed":[156],"dataset.":[157],"Experimental":[158],"results":[159],"demonstrate":[160],"achieves":[163],"substantial":[164],"reductions":[165],"cost,":[168],"delivers":[169],"high":[170],"accuracy,":[172],"ensures":[174],"rapid":[175],"recovery,":[177],"highlighting":[178],"its":[179],"effectiveness":[180],"practicality":[182],"across":[183],"diverse":[184],"application":[185],"scenarios.":[186]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}