{"id":"https://openalex.org/W2049973790","doi":"https://doi.org/10.1109/icme.2013.6607560","title":"Generalized tensor compressive sensing","display_name":"Generalized tensor compressive sensing","publication_year":2013,"publication_date":"2013-07-01","ids":{"openalex":"https://openalex.org/W2049973790","doi":"https://doi.org/10.1109/icme.2013.6607560","mag":"2049973790"},"language":"en","primary_location":{"id":"doi:10.1109/icme.2013.6607560","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme.2013.6607560","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Multimedia and Expo (ICME)","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/A5100426188","display_name":"Qun Li","orcid":null},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Qun Li","raw_affiliation_strings":["Department of Electrical & Computer Engineering, University of Illinois at Chicago, Chicago, IL, USA","Dept. of Electr. & Comput. Eng., Univ. of Illinois at Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical & Computer Engineering, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Dept. of Electr. & Comput. Eng., Univ. of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081723612","display_name":"Dan Schonfeld","orcid":"https://orcid.org/0000-0002-2772-4821"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dan Schonfeld","raw_affiliation_strings":["Department of Electrical & Computer Engineering, University of Illinois at Chicago, Chicago, IL, USA","Dept. of Electr. & Comput. Eng., Univ. of Illinois at Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical & Computer Engineering, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Dept. of Electr. & Comput. Eng., Univ. of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002855648","display_name":"Shmuel Friedland","orcid":"https://orcid.org/0000-0002-0423-5005"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shmuel Friedland","raw_affiliation_strings":["Department of Mathematics, Statistics & Computer Science, University of Illinois at Chicago, Chicago, IL, USA","Dept. of Math., Stat. & Comput. Sci., Univ. of Illinois at Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Statistics & Computer Science, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Dept. of Math., Stat. & Comput. Sci., Univ. of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100426188"],"corresponding_institution_ids":["https://openalex.org/I39422238"],"apc_list":null,"apc_paid":null,"fwci":5.124798,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.95729722,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T12303","display_name":"Tensor decomposition and applications","score":0.9943000078201294,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.989799976348877,"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/kronecker-delta","display_name":"Kronecker delta","score":0.8767399787902832},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.7691034078598022},{"id":"https://openalex.org/keywords/tensor","display_name":"Tensor (intrinsic definition)","score":0.7632508277893066},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6603004932403564},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6176153421401978},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4914509057998657},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.47796866297721863},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41563546657562256},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38399767875671387},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37692543864250183},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26128342747688293},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.136590838432312},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.10370686650276184}],"concepts":[{"id":"https://openalex.org/C39482219","wikidata":"https://www.wikidata.org/wiki/Q192826","display_name":"Kronecker delta","level":2,"score":0.8767399787902832},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.7691034078598022},{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.7632508277893066},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6603004932403564},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6176153421401978},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4914509057998657},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.47796866297721863},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41563546657562256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38399767875671387},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37692543864250183},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26128342747688293},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.136590838432312},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.10370686650276184},{"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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme.2013.6607560","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme.2013.6607560","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Multimedia and Expo (ICME)","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":21,"referenced_works":["https://openalex.org/W1963190148","https://openalex.org/W1964921104","https://openalex.org/W1986931325","https://openalex.org/W1997149618","https://openalex.org/W2001380973","https://openalex.org/W2015418199","https://openalex.org/W2020390700","https://openalex.org/W2024165284","https://openalex.org/W2048050794","https://openalex.org/W2062747674","https://openalex.org/W2078204800","https://openalex.org/W2103559027","https://openalex.org/W2118550318","https://openalex.org/W2124608575","https://openalex.org/W2129638195","https://openalex.org/W2129812098","https://openalex.org/W2136559714","https://openalex.org/W2145096794","https://openalex.org/W2296616510","https://openalex.org/W4250955649","https://openalex.org/W6679164396"],"related_works":["https://openalex.org/W2990488703","https://openalex.org/W1990641396","https://openalex.org/W4297913686","https://openalex.org/W2964330822","https://openalex.org/W2768170493","https://openalex.org/W2049973790","https://openalex.org/W4221072252","https://openalex.org/W227452149","https://openalex.org/W2612632602","https://openalex.org/W2321805087"],"abstract_inverted_index":{"Compressive":[0,106],"sensing":[1,114,151],"(CS)":[2],"has":[3],"triggered":[4],"enormous":[5],"research":[6],"activity":[7],"since":[8],"its":[9],"first":[10],"appearance.":[11],"CS":[12,31,65],"exploits":[13],"the":[14,38,76,142,145],"signal's":[15],"sparseness":[16],"or":[17],"compressibility":[18],"in":[19,37,45,160],"a":[20,93,109],"particular":[21],"domain":[22],"and":[23,27,54,96,132,165],"integrates":[24],"data":[25,35,43,68,77,127],"compression":[26,133],"acquisition.":[28],"While":[29],"conventional":[30],"theory":[32],"relies":[33],"on":[34],"representation":[36,69,124],"form":[39],"of":[40,64,75,115,125,144,162],"vectors,":[41],"many":[42],"types":[44],"various":[46],"applications":[47],"such":[48],"as":[49],"color":[50],"imaging,":[51],"video":[52],"sequences,":[53],"multi-sensor":[55],"networks,":[56],"are":[57],"intrinsically":[58],"represented":[59],"by":[60,73,128],"higher-order":[61,67,116],"tensors.":[62,117],"Application":[63],"to":[66,78],"is":[70],"typically":[71],"performed":[72],"conversion":[74],"very":[79,87],"long":[80],"vectors":[81],"that":[82,156],"must":[83],"be":[84],"measured":[85],"using":[86],"large":[88],"sampling":[89],"matrices,":[90],"thus":[91],"imposing":[92],"huge":[94],"computational":[95],"memory":[97],"burden.":[98],"In":[99,138],"this":[100],"paper,":[101],"we":[102,140],"propose":[103],"Generalized":[104],"Tensor":[105],"Sensing":[107],"(GTCS)-":[108],"unified":[110],"framework":[111],"for":[112,123],"compressive":[113,150],"GTCS":[118,157],"offers":[119],"an":[120],"efficient":[121],"means":[122],"multidimensional":[126],"providing":[129],"simultaneous":[130],"acquisition":[131],"from":[134],"all":[135],"tensor":[136],"modes.":[137],"addition,":[139],"compare":[141],"performance":[143],"proposed":[146],"method":[147],"with":[148],"Kronecker":[149],"(KCS).":[152],"We":[153],"demonstrate":[154],"experimentally":[155],"outperforms":[158],"KCS":[159],"terms":[161],"both":[163],"accuracy":[164],"speed.":[166]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":8},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}