{"id":"https://openalex.org/W2958079678","doi":"https://doi.org/10.1109/icc.2019.8761327","title":"Transfer Learning for Mixed-Integer Resource Allocation Problems in Wireless Networks","display_name":"Transfer Learning for Mixed-Integer Resource Allocation Problems in Wireless Networks","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2958079678","doi":"https://doi.org/10.1109/icc.2019.8761327","mag":"2958079678"},"language":"en","primary_location":{"id":"doi:10.1109/icc.2019.8761327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2019.8761327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2019 - 2019 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"},"type":"preprint","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/A5101694397","display_name":"Yifei Shen","orcid":"https://orcid.org/0000-0003-4745-9145"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Yifei Shen","raw_affiliation_strings":["Dept. of ECE, The Hong Kong University of Science and Technology, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Dept. of ECE, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022499594","display_name":"Yuanming Shi","orcid":"https://orcid.org/0000-0002-1418-7465"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanming Shi","raw_affiliation_strings":["School of Information Science and Technology, ShanghaiTech University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433167","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0002-5222-1898"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["Dept. of EIE, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Dept. of EIE, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079052203","display_name":"Khaled B. Letaief","orcid":"https://orcid.org/0000-0003-2519-6401"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Khaled B. Letaief","raw_affiliation_strings":["Dept. of ECE, The Hong Kong University of Science and Technology, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Dept. of ECE, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101694397"],"corresponding_institution_ids":["https://openalex.org/I200769079"],"apc_list":null,"apc_paid":null,"fwci":5.0462,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.96753231,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"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":0.9993000030517578,"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":0.9993000030517578,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9976000189781189,"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"}},{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9958999752998352,"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/computer-science","display_name":"Computer science","score":0.8090577125549316},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6823375225067139},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6625056266784668},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5709306597709656},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5254096984863281},{"id":"https://openalex.org/keywords/integer-programming","display_name":"Integer programming","score":0.5102443695068359},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5077767968177795},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5035273432731628},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4852130711078644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45873183012008667},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.43924015760421753},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4225753843784332},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4166918694972992},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40698373317718506},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.18982404470443726},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1657993197441101},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09428679943084717},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08321303129196167},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0757831335067749}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8090577125549316},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6823375225067139},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6625056266784668},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5709306597709656},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5254096984863281},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.5102443695068359},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5077767968177795},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5035273432731628},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4852130711078644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45873183012008667},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.43924015760421753},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4225753843784332},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4166918694972992},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40698373317718506},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.18982404470443726},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1657993197441101},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09428679943084717},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08321303129196167},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0757831335067749},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icc.2019.8761327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2019.8761327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2019 - 2019 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-99739","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-99739","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"},{"id":"pmh:oai:repository.ust.hk:1783.1-99739","is_oa":false,"landing_page_url":"http://www.scopus.com/record/display.url?eid=2-s2.0-85070223680&origin=inward","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":"","raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W105923215","https://openalex.org/W1928152501","https://openalex.org/W1931877416","https://openalex.org/W2010630450","https://openalex.org/W2106749358","https://openalex.org/W2165085685","https://openalex.org/W2165698076","https://openalex.org/W2607264901","https://openalex.org/W2616867685","https://openalex.org/W2797462110","https://openalex.org/W2890206520","https://openalex.org/W2962957031","https://openalex.org/W2964185501","https://openalex.org/W2992716901","https://openalex.org/W6640174482","https://openalex.org/W6684294211","https://openalex.org/W6753132720"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W1592324786","https://openalex.org/W2534160330","https://openalex.org/W2153007255"],"abstract_inverted_index":{"Effective":[0],"resource":[1,12,88,181],"allocation":[2,13,89,182],"plays":[3],"a":[4,31,76,97,124],"pivotal":[5],"role":[6],"in":[7,60,90,183],"wireless":[8,91,184],"networks.":[9,92,185],"Unfortunately,":[10],"typical":[11],"problems":[14,40],"are":[15,22],"mixed-integer":[16],"nonlinear":[17],"programming":[18],"(MINLP)":[19],"problems,":[20],"which":[21,57,130],"NP-hard.":[23],"Machine":[24],"learning":[25,78,179],"based":[26,95,160],"methods":[27],"recently":[28],"emerge":[29],"as":[30,66],"disruptive":[32],"way":[33],"to":[34,82,100,136],"obtain":[35],"near-optimal":[36],"performance":[37,50,153],"for":[38,86,103,180],"MINLP":[39,105],"with":[41,123,146,154],"affordable":[42],"computational":[43],"complexity.":[44],"However,":[45],"they":[46],"suffer":[47],"from":[48,158],"severe":[49],"deterioration":[51],"when":[52,134],"the":[53,67,111,119,143,155,166,173],"network":[54],"parameters":[55],"change,":[56],"commonly":[58],"happens":[59],"practice":[61],"and":[62],"can":[63,117],"be":[64],"characterized":[65],"task":[68,120],"mismatch":[69,121],"issue.":[70],"In":[71],"this":[72,84,171],"paper,":[73],"we":[74],"propose":[75],"transfer":[77,178],"method":[79,113],"via":[80],"self-imitation,":[81],"address":[83],"issue":[85,122],"effective":[87],"It":[93],"is":[94,114,131,172],"on":[96,161],"general":[98],"“learning":[99],"optimize”":[101],"framework":[102],"solving":[104],"problems.":[106,138],"A":[107],"unique":[108],"advantage":[109],"of":[110,168],"proposed":[112,144],"that":[115,142,176],"it":[116],"tackle":[118],"few":[125],"additional":[126],"unlabeled":[127],"training":[128,149],"samples,":[129],"especially":[132],"important":[133],"transferring":[135],"large-size":[137],"Numerical":[139],"experiments":[140],"demonstrate":[141],"method,":[145],"much":[147],"less":[148],"time,":[150],"achieves":[151],"comparable":[152],"model":[156],"trained":[157],"scratch":[159],"sufficient":[162],"labeled":[163],"samples.":[164],"To":[165],"best":[167],"our":[169],"knowledge,":[170],"first":[174],"work":[175],"applies":[177]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}