{"id":"https://openalex.org/W4399801456","doi":"https://doi.org/10.1109/ichms59971.2024.10555827","title":"FedDist-POIRec: Federated Distillation for Point-Of-Interest Recommendation in Human Mobility Prediction","display_name":"FedDist-POIRec: Federated Distillation for Point-Of-Interest Recommendation in Human Mobility Prediction","publication_year":2024,"publication_date":"2024-05-15","ids":{"openalex":"https://openalex.org/W4399801456","doi":"https://doi.org/10.1109/ichms59971.2024.10555827"},"language":"en","primary_location":{"id":"doi:10.1109/ichms59971.2024.10555827","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichms59971.2024.10555827","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 4th International Conference on Human-Machine Systems (ICHMS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5099269042","display_name":"Esmatollah Rezaei","orcid":null},"institutions":[{"id":"https://openalex.org/I112536369","display_name":"Yazd University","ror":"https://ror.org/02x99ac45","country_code":"IR","type":"education","lineage":["https://openalex.org/I112536369"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Esmatollah Rezaei","raw_affiliation_strings":["Yazd University,Dept. of Electrical Engineering,Yazd,Iran","Dept. of Electrical Engineering, Yazd University, Yazd, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yazd University,Dept. of Electrical Engineering,Yazd,Iran","institution_ids":["https://openalex.org/I112536369"]},{"raw_affiliation_string":"Dept. of Electrical Engineering, Yazd University, Yazd, Iran","institution_ids":["https://openalex.org/I112536369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058233812","display_name":"S. Jamal Seyedmohammadi","orcid":"https://orcid.org/0000-0002-1224-7698"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"S. Jamal Seyedmohammadi","raw_affiliation_strings":["Concordia University,Inst. of Information Systems Engineering,Montreal,Canada","Inst. of Information Systems Engineering, Concordia University, Montreal, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Inst. of Information Systems Engineering,Montreal,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Inst. of Information Systems Engineering, Concordia University, Montreal, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013844176","display_name":"Jamshid Abouei","orcid":"https://orcid.org/0000-0002-2608-6100"},"institutions":[{"id":"https://openalex.org/I112536369","display_name":"Yazd University","ror":"https://ror.org/02x99ac45","country_code":"IR","type":"education","lineage":["https://openalex.org/I112536369"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Jamshid Abouei","raw_affiliation_strings":["Yazd University,Dept. of Electrical Engineering,Yazd,Iran","Dept. of Electrical Engineering, Yazd University, Yazd, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yazd University,Dept. of Electrical Engineering,Yazd,Iran","institution_ids":["https://openalex.org/I112536369"]},{"raw_affiliation_string":"Dept. of Electrical Engineering, Yazd University, Yazd, Iran","institution_ids":["https://openalex.org/I112536369"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059152392","display_name":"Konstantinos N. Plataniotis","orcid":"https://orcid.org/0000-0003-3647-5473"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Konstantinos N. Plataniotis","raw_affiliation_strings":["University of Toronto,Edward S. Rogers Sr. Department of Electrical and Computer Engineering,Toronto,Canada","Edward S. Rogers Sr. Department of Electrical and Computer Engineering, University of Toronto, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Toronto,Edward S. Rogers Sr. Department of Electrical and Computer Engineering,Toronto,Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Edward S. Rogers Sr. Department of Electrical and Computer Engineering, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3766,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8776321,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.972599983215332,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9684000015258789,"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":0.7514688372612},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.4946257770061493},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.44636014103889465},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.05052986741065979}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7514688372612},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.4946257770061493},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.44636014103889465},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.05052986741065979},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ichms59971.2024.10555827","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichms59971.2024.10555827","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 4th International Conference on Human-Machine Systems (ICHMS)","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":27,"referenced_works":["https://openalex.org/W2788495710","https://openalex.org/W2978709794","https://openalex.org/W2980216952","https://openalex.org/W3014101362","https://openalex.org/W3034646226","https://openalex.org/W3040157551","https://openalex.org/W3047789363","https://openalex.org/W3106416029","https://openalex.org/W3128108456","https://openalex.org/W3145363636","https://openalex.org/W3169113101","https://openalex.org/W3174836126","https://openalex.org/W3200806020","https://openalex.org/W3203503583","https://openalex.org/W3217316721","https://openalex.org/W4220675633","https://openalex.org/W4224289290","https://openalex.org/W4290648792","https://openalex.org/W4297687186","https://openalex.org/W4312221336","https://openalex.org/W4312266802","https://openalex.org/W4313059956","https://openalex.org/W4320067864","https://openalex.org/W4381982856","https://openalex.org/W4385583963","https://openalex.org/W6729007826","https://openalex.org/W6768632158"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Next":[0],"Point-of-Interest":[1],"(POI)":[2],"recommendation":[3,75,90,148],"plays":[4],"a":[5,52,71,84,115],"vital":[6],"role":[7],"in":[8,83,145],"human":[9],"mobility":[10],"prediction":[11],"within":[12],"Location-based":[13],"Social":[14],"Networks":[15],"(LSBN),":[16],"assisting":[17],"individuals":[18],"to":[19,87,105],"decide":[20],"on":[21,30],"their":[22],"next":[23],"destination.":[24],"However,":[25],"traditional":[26],"centralized":[27],"systems":[28],"rely":[29],"large":[31],"datasets":[32],"of":[33,58,109,123,130,147],"previous":[34],"POI":[35,74],"check-ins,":[36],"which":[37],"raises":[38],"privacy":[39],"and":[40,92,150],"computation":[41,156],"concerns.":[42],"In":[43,66],"this":[44,67],"regard,":[45],"Federated":[46,80],"Learning":[47],"(FL)":[48],"has":[49],"emerged":[50],"as":[51],"promising":[53],"solution,":[54],"enabling":[55],"distributed":[56],"training":[57],"machine":[59],"learning":[60],"models":[61],"while":[62,153],"preserving":[63],"user":[64,110,125],"privacy.":[65],"paper,":[68],"we":[69,113],"propose":[70],"novel":[72],"FL-based":[73],"system,":[76],"FedDist-POIRec,":[77],"that":[78,129,139],"utilizes":[79],"Distillation":[81],"(FD)":[82],"semi-synchronous":[85],"framework":[86],"promote":[88],"privacy,":[89],"efficiency,":[91],"cope":[93],"with":[94,128],"resource":[95],"heterogeneity":[96],"by":[97],"considering":[98],"heterogeneous":[99],"model":[100],"architectures":[101],"among":[102],"users.":[103],"Additionally,":[104],"alleviate":[106],"the":[107,121,142,155],"sparsity":[108],"checkin":[111],"lists,":[112],"employ":[114],"innovative":[116],"knowledge":[117,122],"aggregation":[118],"technique,":[119],"where":[120],"each":[124],"is":[126],"aggregated":[127],"users":[131],"who":[132],"share":[133],"similar":[134],"preferences.":[135],"Simulation":[136],"results":[137],"demonstrate":[138],"FedDist-POIRec":[140],"outperforms":[141],"baseline":[143],"methods":[144],"terms":[146],"efficiency":[149],"communication":[151],"cost,":[152],"keeping":[154],"cost":[157],"at":[158],"an":[159],"acceptable":[160],"level.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
